Search dblp for Publications

export results for "probabilistic graphical model"

 download as .bib file

@article{DBLP:journals/corr/abs-2401-10101,
  author       = {Rafael Caba{\~{n}}as and
                  Ana D. Maldonado and
                  Mar{\'{\i}}a Morales and
                  Pedro Aguilera Aguilera and
                  Antonio Salmer{\'{o}}n},
  title        = {Counterfactual Reasoning with Probabilistic Graphical Models for Analyzing
                  Socioecological Systems},
  journal      = {CoRR},
  volume       = {abs/2401.10101},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2401.10101},
  doi          = {10.48550/ARXIV.2401.10101},
  eprinttype    = {arXiv},
  eprint       = {2401.10101},
  timestamp    = {Fri, 02 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2401-10101.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-10243,
  author       = {Iasonas Nikolaou and
                  Konstantinos Pelechrinis and
                  Evimaria Terzi},
  title        = {Understanding team collapse via probabilistic graphical models},
  journal      = {CoRR},
  volume       = {abs/2402.10243},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2402.10243},
  doi          = {10.48550/ARXIV.2402.10243},
  eprinttype    = {arXiv},
  eprint       = {2402.10243},
  timestamp    = {Fri, 22 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2402-10243.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/basesearch/Goodarzi23,
  author       = {Meysam Goodarzi},
  title        = {Probabilistic Graphical Models: an Application in Synchronization
                  and Localization},
  school       = {{HU} Berlin, Germany},
  year         = {2023},
  url          = {http://edoc.hu-berlin.de/18452/27425},
  urn          = {urn:nbn:de:kobv:11-110-18452/27425-2},
  doi          = {10.18452/26432},
  timestamp    = {Wed, 28 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/phd/basesearch/Goodarzi23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/basesearch/Pastorino23,
  author       = {Martina Pastorino},
  title        = {Probabilistic graphical models and deep learning methods for remote
                  sensing image analysis},
  school       = {University of Genoa, Italy},
  year         = {2023},
  url          = {https://hdl.handle.net/11567/1155735},
  doi          = {10.15167/PASTORINO-MARTINA\_PHD2023-12-11},
  timestamp    = {Wed, 13 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/phd/basesearch/Pastorino23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/dnb/Hartwig23,
  author       = {Mattis Hartwig},
  title        = {New methods for efficient query answering in Gaussian probabilistic
                  graphical models},
  school       = {University of L{\"{u}}beck, Germany},
  year         = {2023},
  url          = {https://www.zhb.uni-luebeck.de/epubs/ediss2839.pdf},
  urn          = {urn:nbn:de:gbv:841-20221122425},
  timestamp    = {Fri, 20 Jan 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/phd/dnb/Hartwig23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/HolsteinKMM23,
  author       = {Tanja Holstein and
                  Franziska Kistner and
                  Lennart Martens and
                  Thilo Muth},
  title        = {PepGM: a probabilistic graphical model for taxonomic inference of
                  viral proteome samples with associated confidence scores},
  journal      = {Bioinform.},
  volume       = {39},
  number       = {5},
  year         = {2023},
  url          = {https://doi.org/10.1093/bioinformatics/btad289},
  doi          = {10.1093/BIOINFORMATICS/BTAD289},
  timestamp    = {Fri, 22 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bioinformatics/HolsteinKMM23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ress/YangYY23,
  author       = {Jingyu Yang and
                  Zuogong Yue and
                  Ye Yuan},
  title        = {Deep probabilistic graphical modeling for robust multivariate time
                  series anomaly detection with missing data},
  journal      = {Reliab. Eng. Syst. Saf.},
  volume       = {238},
  pages        = {109410},
  year         = {2023},
  url          = {https://doi.org/10.1016/j.ress.2023.109410},
  doi          = {10.1016/J.RESS.2023.109410},
  timestamp    = {Thu, 31 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ress/YangYY23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/codit/MechriS23,
  author       = {Walid Mechri and
                  Christophe Simon},
  title        = {Experience Feedback and Probabilistic Graphical Model for Failure
                  Causes Isolation},
  booktitle    = {9th International Conference on Control, Decision and Information
                  Technologies, CoDIT 2023, Rome, Italy, July 3-6, 2023},
  pages        = {780--785},
  publisher    = {{IEEE}},
  year         = {2023},
  url          = {https://doi.org/10.1109/CoDIT58514.2023.10284473},
  doi          = {10.1109/CODIT58514.2023.10284473},
  timestamp    = {Sat, 11 Nov 2023 12:58:26 +0100},
  biburl       = {https://dblp.org/rec/conf/codit/MechriS23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eucnc/ToitL23,
  author       = {J. du Toit and
                  L. J. Labuschagne},
  title        = {Inferring Hidden Structure in Mobile Network Performance Data with
                  Noisy Net Promoter Scores using a Probabilistic Graphical Model},
  booktitle    = {2023 Joint European Conference on Networks and Communications {\&}
                  6G Summit, EuCNC/6G Summit 2023, Gothenburg, Sweden, June 6-9, 2023},
  pages        = {436--441},
  publisher    = {{IEEE}},
  year         = {2023},
  url          = {https://doi.org/10.1109/EuCNC/6GSummit58263.2023.10188368},
  doi          = {10.1109/EUCNC/6GSUMMIT58263.2023.10188368},
  timestamp    = {Mon, 31 Jul 2023 13:56:43 +0200},
  biburl       = {https://dblp.org/rec/conf/eucnc/ToitL23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/PastorinoMSZ23,
  author       = {Martina Pastorino and
                  Gabriele Moser and
                  Sebastiano B. Serpico and
                  Josiane Zerubia},
  title        = {Classification of Multimission {SAR} Images Based on Probabilistic
                  Graphical Models and Convolutional Neural Networks},
  booktitle    = {{IEEE} International Geoscience and Remote Sensing Symposium, {IGARSS}
                  2023, Pasadena, CA, USA, July 16-21, 2023},
  pages        = {1420--1423},
  publisher    = {{IEEE}},
  year         = {2023},
  url          = {https://doi.org/10.1109/IGARSS52108.2023.10283356},
  doi          = {10.1109/IGARSS52108.2023.10283356},
  timestamp    = {Mon, 05 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/igarss/PastorinoMSZ23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/PollardBFMMTTCE23,
  author       = {Thomas Pollard and
                  Michael Braun and
                  Yuli Friedman and
                  Cara Murphy and
                  Matthew Meyn and
                  N. Joseph Tatro and
                  Wayne Treible and
                  Daniel E. Crispell and
                  Gil Ettinger},
  title        = {World-Scale Construction Detection in Medium-Resolution Satellite
                  Imagery Using a Probabilistic Graphical Model of Space-Time Pixel
                  Class Labels},
  booktitle    = {{IEEE} International Geoscience and Remote Sensing Symposium, {IGARSS}
                  2023, Pasadena, CA, USA, July 16-21, 2023},
  pages        = {1197--1199},
  publisher    = {{IEEE}},
  year         = {2023},
  url          = {https://doi.org/10.1109/IGARSS52108.2023.10282663},
  doi          = {10.1109/IGARSS52108.2023.10282663},
  timestamp    = {Tue, 07 Nov 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/igarss/PollardBFMMTTCE23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2301-10536,
  author       = {Jiayuan Chen and
                  Xiang Zhang and
                  Yinfei Xu and
                  Tianli Zhao and
                  Renjie Xie and
                  Wei Xu},
  title        = {Understanding and Improving Deep Graph Neural Networks: {A} Probabilistic
                  Graphical Model Perspective},
  journal      = {CoRR},
  volume       = {abs/2301.10536},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2301.10536},
  doi          = {10.48550/ARXIV.2301.10536},
  eprinttype    = {arXiv},
  eprint       = {2301.10536},
  timestamp    = {Sun, 23 Jul 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2301-10536.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2304-06727,
  author       = {Shimiao Li and
                  Amritanshu Pandey and
                  Larry T. Pileggi},
  title        = {Contingency Analyses with Warm Starter using Probabilistic Graphical
                  Model},
  journal      = {CoRR},
  volume       = {abs/2304.06727},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2304.06727},
  doi          = {10.48550/ARXIV.2304.06727},
  eprinttype    = {arXiv},
  eprint       = {2304.06727},
  timestamp    = {Wed, 19 Apr 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2304-06727.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-17583,
  author       = {Boyao Li and
                  Alexandar J. Thomson and
                  Matthew M. Engelhard and
                  David Page},
  title        = {On Neural Networks as Infinite Tree-Structured Probabilistic Graphical
                  Models},
  journal      = {CoRR},
  volume       = {abs/2305.17583},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2305.17583},
  doi          = {10.48550/ARXIV.2305.17583},
  eprinttype    = {arXiv},
  eprint       = {2305.17583},
  timestamp    = {Tue, 06 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2305-17583.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2308-01375,
  author       = {Robert Maier and
                  Andreas Schlattl and
                  Thomas Guess and
                  J{\"{u}}rgen Mottok},
  title        = {CausalOps - Towards an Industrial Lifecycle for Causal Probabilistic
                  Graphical Models},
  journal      = {CoRR},
  volume       = {abs/2308.01375},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2308.01375},
  doi          = {10.48550/ARXIV.2308.01375},
  eprinttype    = {arXiv},
  eprint       = {2308.01375},
  timestamp    = {Sun, 12 Nov 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2308-01375.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-13942,
  author       = {Batya Kenig},
  title        = {Approximate Implication for Probabilistic Graphical Models},
  journal      = {CoRR},
  volume       = {abs/2310.13942},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2310.13942},
  doi          = {10.48550/ARXIV.2310.13942},
  eprinttype    = {arXiv},
  eprint       = {2310.13942},
  timestamp    = {Fri, 27 Oct 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2310-13942.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-16525,
  author       = {Oleksii Sirotkin},
  title        = {Cyclic Directed Probabilistic Graphical Model: {A} Proposal Based
                  on Structured Outcomes},
  journal      = {CoRR},
  volume       = {abs/2310.16525},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2310.16525},
  doi          = {10.48550/ARXIV.2310.16525},
  eprinttype    = {arXiv},
  eprint       = {2310.16525},
  timestamp    = {Tue, 31 Oct 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2310-16525.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/ethos/Shanghooshabad22,
  author       = {Ali Mohammadi Shanghooshabad},
  title        = {Learned joins with probabilistic graphical models},
  school       = {University of Warwick, Coventry, {UK}},
  year         = {2022},
  url          = {https://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.888012},
  timestamp    = {Sun, 29 Oct 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/ethos/Shanghooshabad22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/hal/Monvoisin22,
  author       = {Mathilde Monvoisin},
  title        = {Mod{\`{e}}les graphiques probabilistes appliqu{\'{e}}s aux proc{\'{e}}d{\'{e}}s
                  de fabrication. (Probabilistic graphical models applied to manufacturing
                  processes)},
  school       = {University of Nantes, France},
  year         = {2022},
  url          = {https://tel.archives-ouvertes.fr/tel-04022985},
  timestamp    = {Sun, 23 Apr 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/hal/Monvoisin22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aaiml/AvaylonSBP22,
  author       = {Matthew Avaylon and
                  Robbie Sadre and
                  Zhe Bai and
                  Talita Perciano},
  title        = {Adaptable Deep Learning and Probabilistic Graphical Model System for
                  Semantic Segmentation},
  journal      = {Adv. Artif. Intell. Mach. Learn.},
  volume       = {2},
  number       = {1},
  pages        = {288--302},
  year         = {2022},
  url          = {https://doi.org/10.54364/aaiml.2022.1119},
  doi          = {10.54364/AAIML.2022.1119},
  timestamp    = {Thu, 23 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/aaiml/AvaylonSBP22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ai/CostaO22,
  author       = {Gianni Costa and
                  Riccardo Ortale},
  title        = {Overlapping communities and roles in networks with node attributes:
                  Probabilistic graphical modeling, Bayesian formulation and variational
                  inference},
  journal      = {Artif. Intell.},
  volume       = {302},
  pages        = {103580},
  year         = {2022},
  url          = {https://doi.org/10.1016/j.artint.2021.103580},
  doi          = {10.1016/J.ARTINT.2021.103580},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ai/CostaO22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cbm/Hernandez-Gonzalez22,
  author       = {Jer{\'{o}}nimo Hern{\'{a}}ndez{-}Gonz{\'{a}}lez and
                  Olga Valls and
                  Adri{\'{a}}n Torres{-}Mart{\'{\i}}n and
                  Jes{\'{u}}s Cerquides},
  title        = {Modeling three sources of uncertainty in assisted reproductive technologies
                  with probabilistic graphical models},
  journal      = {Comput. Biol. Medicine},
  volume       = {150},
  pages        = {106160},
  year         = {2022},
  url          = {https://doi.org/10.1016/j.compbiomed.2022.106160},
  doi          = {10.1016/J.COMPBIOMED.2022.106160},
  timestamp    = {Fri, 10 Feb 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/cbm/Hernandez-Gonzalez22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cmbbeiv/XiaZYHT22,
  author       = {Xunpeng Xia and
                  Rongfu Zhang and
                  Xufeng Yao and
                  Gang Huang and
                  Tiequn Tang},
  title        = {Fully automated segmentation of pneumonia infection based on Probabilistic
                  Graphical Model and U-Net blend network},
  journal      = {Comput. methods Biomech. Biomed. Eng. Imaging Vis.},
  volume       = {10},
  number       = {6},
  pages        = {608--615},
  year         = {2022},
  url          = {https://doi.org/10.1080/21681163.2021.2015447},
  doi          = {10.1080/21681163.2021.2015447},
  timestamp    = {Tue, 31 Jan 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/cmbbeiv/XiaZYHT22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/es/ForoughM22,
  author       = {Javad Forough and
                  Saeedeh Momtazi},
  title        = {Sequential credit card fraud detection: {A} joint deep neural network
                  and probabilistic graphical model approach},
  journal      = {Expert Syst. J. Knowl. Eng.},
  volume       = {39},
  number       = {1},
  year         = {2022},
  url          = {https://doi.org/10.1111/exsy.12795},
  doi          = {10.1111/EXSY.12795},
  timestamp    = {Fri, 21 Jan 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/es/ForoughM22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijcv/MaFJX22,
  author       = {Jiayi Ma and
                  Aoxiang Fan and
                  Xingyu Jiang and
                  Guobao Xiao},
  title        = {Feature Matching via Motion-Consistency Driven Probabilistic Graphical
                  Model},
  journal      = {Int. J. Comput. Vis.},
  volume       = {130},
  number       = {9},
  pages        = {2249--2264},
  year         = {2022},
  url          = {https://doi.org/10.1007/s11263-022-01644-2},
  doi          = {10.1007/S11263-022-01644-2},
  timestamp    = {Thu, 25 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ijcv/MaFJX22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/mlc/OlivaMHESCM22,
  author       = {Diego Oliva and
                  Marcella S. R. Martins and
                  Salvador Hinojosa and
                  Mohamed E. Abd Elaziz and
                  Paulo Victor dos Santos and
                  Gelson da Cruz and
                  Seyed Jalaleddin Mousavirad},
  title        = {A hyper-heuristic guided by a probabilistic graphical model for single-objective
                  real-parameter optimization},
  journal      = {Int. J. Mach. Learn. Cybern.},
  volume       = {13},
  number       = {12},
  pages        = {3743--3772},
  year         = {2022},
  url          = {https://doi.org/10.1007/s13042-022-01623-6},
  doi          = {10.1007/S13042-022-01623-6},
  timestamp    = {Mon, 05 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/mlc/OlivaMHESCM22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ress/Ballester-Ripoll22,
  author       = {Rafael Ballester{-}Ripoll and
                  Manuele Leonelli},
  title        = {Computing Sobol indices in probabilistic graphical models},
  journal      = {Reliab. Eng. Syst. Saf.},
  volume       = {225},
  pages        = {108573},
  year         = {2022},
  url          = {https://doi.org/10.1016/j.ress.2022.108573},
  doi          = {10.1016/J.RESS.2022.108573},
  timestamp    = {Tue, 21 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ress/Ballester-Ripoll22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/simulation/Zakaria22,
  author       = {Nordin Zakaria},
  title        = {Action network: a probabilistic graphical model for social simulation},
  journal      = {Simul.},
  volume       = {98},
  number       = {4},
  pages        = {335--346},
  year         = {2022},
  url          = {https://doi.org/10.1177/00375497211038759},
  doi          = {10.1177/00375497211038759},
  timestamp    = {Mon, 25 Jul 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/simulation/Zakaria22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tac/SinghHZKC22,
  author       = {Rahul Singh and
                  Isabel Haasler and
                  Qinsheng Zhang and
                  Johan Karlsson and
                  Yongxin Chen},
  title        = {Inference With Aggregate Data in Probabilistic Graphical Models: An
                  Optimal Transport Approach},
  journal      = {{IEEE} Trans. Autom. Control.},
  volume       = {67},
  number       = {9},
  pages        = {4483--4497},
  year         = {2022},
  url          = {https://doi.org/10.1109/TAC.2022.3172268},
  doi          = {10.1109/TAC.2022.3172268},
  timestamp    = {Tue, 08 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tac/SinghHZKC22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tbd/HeL0W0SH22,
  author       = {Dongxiao He and
                  Huixin Liu and
                  Zhiyong Feng and
                  Xiaobao Wang and
                  Di Jin and
                  Wenze Song and
                  Yuxiao Huang},
  title        = {A Joint Community Detection Model: Integrating Directed and Undirected
                  Probabilistic Graphical Models via Factor Graph With Attention Mechanism},
  journal      = {{IEEE} Trans. Big Data},
  volume       = {8},
  number       = {4},
  pages        = {994--1006},
  year         = {2022},
  url          = {https://doi.org/10.1109/TBDATA.2021.3104005},
  doi          = {10.1109/TBDATA.2021.3104005},
  timestamp    = {Mon, 25 Jul 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tbd/HeL0W0SH22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/PastorinoMSZ22,
  author       = {Martina Pastorino and
                  Gabriele Moser and
                  Sebastiano B. Serpico and
                  Josiane Zerubia},
  title        = {Semantic Segmentation of Remote-Sensing Images Through Fully Convolutional
                  Neural Networks and Hierarchical Probabilistic Graphical Models},
  journal      = {{IEEE} Trans. Geosci. Remote. Sens.},
  volume       = {60},
  pages        = {1--16},
  year         = {2022},
  url          = {https://doi.org/10.1109/tgrs.2022.3141996},
  doi          = {10.1109/TGRS.2022.3141996},
  timestamp    = {Wed, 17 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tgrs/PastorinoMSZ22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tist/LiGLWRYY22,
  author       = {Ke Li and
                  Bin Guo and
                  Jiaqi Liu and
                  Jiangtao Wang and
                  Haoyang Ren and
                  Fei Yi and
                  Zhiwen Yu},
  title        = {Dynamic Probabilistic Graphical Model for Progressive Fake News Detection
                  on Social Media Platform},
  journal      = {{ACM} Trans. Intell. Syst. Technol.},
  volume       = {13},
  number       = {5},
  pages        = {86:1--86:24},
  year         = {2022},
  url          = {https://doi.org/10.1145/3523060},
  doi          = {10.1145/3523060},
  timestamp    = {Mon, 08 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/tist/LiGLWRYY22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/topics/HiattBT22,
  author       = {Laura M. Hiatt and
                  Connor Brooks and
                  J. Gregory Trafton},
  title        = {Validating and Refining Cognitive Process Models Using Probabilistic
                  Graphical Models},
  journal      = {Top. Cogn. Sci.},
  volume       = {14},
  number       = {4},
  pages        = {873--888},
  year         = {2022},
  url          = {https://doi.org/10.1111/tops.12616},
  doi          = {10.1111/TOPS.12616},
  timestamp    = {Tue, 08 Nov 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/topics/HiattBT22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tsg/YuanD0B22,
  author       = {Yuxuan Yuan and
                  Kaveh Dehghanpour and
                  Zhaoyu Wang and
                  Fankun Bu},
  title        = {Multisource Data Fusion Outage Location in Distribution Systems via
                  Probabilistic Graphical Models},
  journal      = {{IEEE} Trans. Smart Grid},
  volume       = {13},
  number       = {2},
  pages        = {1357--1371},
  year         = {2022},
  url          = {https://doi.org/10.1109/TSG.2021.3128752},
  doi          = {10.1109/TSG.2021.3128752},
  timestamp    = {Tue, 15 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/tsg/YuanD0B22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/citrisk/SakovychZS22,
  author       = {Bohdan Sakovych and
                  Maryna Zharikova and
                  Volodymyr Sherstjuk},
  editor       = {Stefan Wolfgang Pickl and
                  Volodymyr Lytvynenko and
                  Maryna Zharikova and
                  Volodymyr Sherstjuk},
  title        = {The Probabilistic Graphical Model for Multi-Hazard Risk Evaluation
                  of Critical Infrastructure Impairment},
  booktitle    = {Proceedings of the 3rd International Workshop on Computational {\&}
                  Information Technologies for Risk-Informed Systems (CITRisk 2022)
                  co-located with {XXII} International scientific and technical conference
                  on Information Technologies in Education and Management ({\cyrchar\CYRII}{\cyrchar\CYRT}{\cyrchar\CYRE}{\cyrchar\CYRM}
                  2022), Online Event, Neubiberg, Germany, January 12, 2023},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {3422},
  pages        = {44--58},
  publisher    = {CEUR-WS.org},
  year         = {2022},
  url          = {https://ceur-ws.org/Vol-3422/Paper5.pdf},
  timestamp    = {Mon, 26 Jun 2023 17:07:09 +0200},
  biburl       = {https://dblp.org/rec/conf/citrisk/SakovychZS22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/Yu0WLP22,
  author       = {Dongran Yu and
                  Bo Yang and
                  Qianhao Wei and
                  Anchen Li and
                  Shirui Pan},
  title        = {A Probabilistic Graphical Model Based on Neural-symbolic Reasoning
                  for Visual Relationship Detection},
  booktitle    = {{IEEE/CVF} Conference on Computer Vision and Pattern Recognition,
                  {CVPR} 2022, New Orleans, LA, USA, June 18-24, 2022},
  pages        = {10599--10608},
  publisher    = {{IEEE}},
  year         = {2022},
  url          = {https://doi.org/10.1109/CVPR52688.2022.01035},
  doi          = {10.1109/CVPR52688.2022.01035},
  timestamp    = {Wed, 05 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/cvpr/Yu0WLP22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ic3k/Kruse22,
  author       = {Rudolf Kruse},
  editor       = {Frans Coenen and
                  Ana L. N. Fred and
                  Joaquim Filipe},
  title        = {Probabilistic Graphical Models: On Reasoning, Learning, and Revision
                  (Extended Abstract)},
  booktitle    = {Proceedings of the 14th International Joint Conference on Knowledge
                  Discovery, Knowledge Engineering and Knowledge Management, {IC3K}
                  2022, Volume 1: KDIR, Valletta, Malta, October 24-26, 2022},
  pages        = {9--10},
  publisher    = {{SCITEPRESS}},
  year         = {2022},
  url          = {https://doi.org/10.5220/0011598200003335},
  doi          = {10.5220/0011598200003335},
  timestamp    = {Tue, 06 Jun 2023 14:58:01 +0200},
  biburl       = {https://dblp.org/rec/conf/ic3k/Kruse22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/PastorinoMSZ22,
  author       = {Martina Pastorino and
                  Gabriele Moser and
                  Sebastiano B. Serpico and
                  Josiane Zerubia},
  title        = {Semantic Segmentation of {SAR} Images Through Fully Convolutional
                  Networks and Hierarchical Probabilistic Graphical Models},
  booktitle    = {{IEEE} International Geoscience and Remote Sensing Symposium, {IGARSS}
                  2022, Kuala Lumpur, Malaysia, July 17-22, 2022},
  pages        = {1047--1050},
  publisher    = {{IEEE}},
  year         = {2022},
  url          = {https://doi.org/10.1109/IGARSS46834.2022.9883111},
  doi          = {10.1109/IGARSS46834.2022.9883111},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/igarss/PastorinoMSZ22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/CostaO22,
  author       = {Gianni Costa and
                  Riccardo Ortale},
  editor       = {Luc De Raedt},
  title        = {Overlapping Communities and Roles in Networks with Node Attributes:
                  Probabilistic Graphical Modeling, Bayesian Formulation and Variational
                  Inference (Extended Abstract)},
  booktitle    = {Proceedings of the Thirty-First International Joint Conference on
                  Artificial Intelligence, {IJCAI} 2022, Vienna, Austria, 23-29 July
                  2022},
  pages        = {5713--5717},
  publisher    = {ijcai.org},
  year         = {2022},
  url          = {https://doi.org/10.24963/ijcai.2022/796},
  doi          = {10.24963/IJCAI.2022/796},
  timestamp    = {Wed, 27 Jul 2022 16:43:00 +0200},
  biburl       = {https://dblp.org/rec/conf/ijcai/CostaO22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/HsiehJ22,
  author       = {Cheng{-}Han Hsieh and
                  Jie{-}Hong R. Jiang},
  editor       = {Luc De Raedt},
  title        = {Encoding Probabilistic Graphical Models into Stochastic Boolean Satisfiability},
  booktitle    = {Proceedings of the Thirty-First International Joint Conference on
                  Artificial Intelligence, {IJCAI} 2022, Vienna, Austria, 23-29 July
                  2022},
  pages        = {1834--1842},
  publisher    = {ijcai.org},
  year         = {2022},
  url          = {https://doi.org/10.24963/ijcai.2022/255},
  doi          = {10.24963/IJCAI.2022/255},
  timestamp    = {Wed, 27 Jul 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/ijcai/HsiehJ22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/Bhattacharjya022,
  author       = {Debarun Bhattacharjya and
                  Radu Marinescu},
  editor       = {Sanmi Koyejo and
                  S. Mohamed and
                  A. Agarwal and
                  Danielle Belgrave and
                  K. Cho and
                  A. Oh},
  title        = {Hedging as Reward Augmentation in Probabilistic Graphical Models},
  booktitle    = {Advances in Neural Information Processing Systems 35: Annual Conference
                  on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans,
                  LA, USA, November 28 - December 9, 2022},
  year         = {2022},
  url          = {http://papers.nips.cc/paper\_files/paper/2022/hash/b2647998bc953781490049fe2ac28bf0-Abstract-Conference.html},
  timestamp    = {Mon, 08 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/Bhattacharjya022.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/acm/22/MohanP22,
  author       = {Karthika Mohan and
                  Judea Pearl},
  editor       = {Hector Geffner and
                  Rina Dechter and
                  Joseph Y. Halpern},
  title        = {Graphical Models for Recovering Probabilistic and Causal Queries from
                  Missing Data},
  booktitle    = {Probabilistic and Causal Inference: The Works of Judea Pearl},
  series       = {{ACM} Books},
  volume       = {36},
  pages        = {413--432},
  publisher    = {{ACM}},
  year         = {2022},
  url          = {https://doi.org/10.1145/3501714.3501739},
  doi          = {10.1145/3501714.3501739},
  timestamp    = {Thu, 21 Sep 2023 16:25:10 +0200},
  biburl       = {https://dblp.org/rec/books/acm/22/MohanP22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/acm/22/ShpitserRR22,
  author       = {Ilya Shpitser and
                  Thomas S. Richardson and
                  James M. Robins},
  editor       = {Hector Geffner and
                  Rina Dechter and
                  Joseph Y. Halpern},
  title        = {Multivariate Counterfactual Systems and Causal Graphical Models},
  booktitle    = {Probabilistic and Causal Inference: The Works of Judea Pearl},
  series       = {{ACM} Books},
  volume       = {36},
  pages        = {813--852},
  publisher    = {{ACM}},
  year         = {2022},
  url          = {https://doi.org/10.1145/3501714.3501757},
  doi          = {10.1145/3501714.3501757},
  timestamp    = {Mon, 25 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/acm/22/ShpitserRR22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/pgm/2022,
  editor       = {Antonio Salmer{\'{o}}n and
                  Rafael Rum{\'{\i}}},
  title        = {International Conference on Probabilistic Graphical Models, {PGM}
                  2022, 5-7 October 2022, Almer{\'{\i}}a, Spain},
  series       = {Proceedings of Machine Learning Research},
  volume       = {186},
  publisher    = {{PMLR}},
  year         = {2022},
  url          = {http://proceedings.mlr.press/v186/},
  timestamp    = {Fri, 14 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/2022.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2201-07474,
  author       = {Albert Benveniste and
                  Jean{-}Baptiste Raclet},
  title        = {Mixed Nondeterministic-Probabilistic Automata: Blending graphical
                  probabilistic models with nondeterminism},
  journal      = {CoRR},
  volume       = {abs/2201.07474},
  year         = {2022},
  url          = {https://arxiv.org/abs/2201.07474},
  eprinttype    = {arXiv},
  eprint       = {2201.07474},
  timestamp    = {Fri, 21 Jan 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2201-07474.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-04110,
  author       = {Guangyao Zhou and
                  Nishanth Kumar and
                  Miguel L{\'{a}}zaro{-}Gredilla and
                  Shrinu Kushagra and
                  Dileep George},
  title        = {PGMax: Factor Graphs for Discrete Probabilistic Graphical Models and
                  Loopy Belief Propagation in {JAX}},
  journal      = {CoRR},
  volume       = {abs/2202.04110},
  year         = {2022},
  url          = {https://arxiv.org/abs/2202.04110},
  eprinttype    = {arXiv},
  eprint       = {2202.04110},
  timestamp    = {Fri, 18 Feb 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2202-04110.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-12916,
  author       = {Simon Streicher},
  title        = {Incremental Inference on Higher-Order Probabilistic Graphical Models
                  Applied to Constraint Satisfaction Problems},
  journal      = {CoRR},
  volume       = {abs/2202.12916},
  year         = {2022},
  url          = {https://arxiv.org/abs/2202.12916},
  eprinttype    = {arXiv},
  eprint       = {2202.12916},
  timestamp    = {Wed, 02 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2202-12916.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-06089,
  author       = {Chenqing Hua},
  title        = {Graph Neural Networks Intersect Probabilistic Graphical Models: {A}
                  Survey},
  journal      = {CoRR},
  volume       = {abs/2206.06089},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2206.06089},
  doi          = {10.48550/ARXIV.2206.06089},
  eprinttype    = {arXiv},
  eprint       = {2206.06089},
  timestamp    = {Mon, 20 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2206-06089.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2208-11940,
  author       = {Rebecca M. C. Taylor and
                  Johan A. du Preez},
  title        = {Rail break and derailment prediction using Probabilistic Graphical
                  Modelling},
  journal      = {CoRR},
  volume       = {abs/2208.11940},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2208.11940},
  doi          = {10.48550/ARXIV.2208.11940},
  eprinttype    = {arXiv},
  eprint       = {2208.11940},
  timestamp    = {Tue, 30 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2208-11940.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/hal/Echraibi21,
  author       = {Amine Echraibi},
  title        = {Probabilistic graphical models: theory and applications to network
                  diagnosis. (Les mod{\`{e}}les probabilistes graphiques: th{\'{e}}orie
                  et application au diagnostic r{\'{e}}seau)},
  school       = {{IMT} Atlantique Bretagne Pays de la Loire, Brest, France},
  year         = {2021},
  url          = {https://tel.archives-ouvertes.fr/tel-03528713},
  timestamp    = {Fri, 15 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/hal/Echraibi21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/tr/Uludag21,
  author       = {G{\"{o}}n{\"{u}}l Uludag},
  title        = {Hybridization of probabilistic graphical models and metaheuristics
                  for handling dynamism and uncertainty (De{\u{g}}i{\c{s}}imin ve belirsizli{\u{g}}in
                  ele al{\i}nmas{\i} i{\c{c}}in olas{\i}l{\i}ksal {\c{c}}izgesel bi{\c{c}}elerin
                  ve sezgi-{\"{u}}stlerinin melezle{\c{s}}tirilmesi)},
  school       = {{\.{I}}stanbul Technical University, Turkey},
  year         = {2021},
  url          = {https://tez.yok.gov.tr/UlusalTezMerkezi/tezDetay.jsp?id=qYEqHfJDW7l\_OJ6kmB\_vfg\&no=taaALLgkM2TEq3dCY6Ejog},
  timestamp    = {Thu, 07 Dec 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/phd/tr/Uludag21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@book{DBLP:series/acvpr/Sucar21,
  author       = {Luis Enrique Sucar},
  title        = {Probabilistic Graphical Models - Principles and Applications, Second
                  Edition},
  series       = {Advances in Computer Vision and Pattern Recognition},
  publisher    = {Springer},
  year         = {2021},
  url          = {https://doi.org/10.1007/978-3-030-61943-5},
  doi          = {10.1007/978-3-030-61943-5},
  isbn         = {978-3-030-61942-8},
  timestamp    = {Thu, 21 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/series/acvpr/Sucar21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/access/StreicherP21,
  author       = {Simon Streicher and
                  Johan A. du Preez},
  title        = {Strengthening Probabilistic Graphical Models: The Purge-and-Merge
                  Algorithm},
  journal      = {{IEEE} Access},
  volume       = {9},
  pages        = {149423--149432},
  year         = {2021},
  url          = {https://doi.org/10.1109/ACCESS.2021.3124760},
  doi          = {10.1109/ACCESS.2021.3124760},
  timestamp    = {Wed, 15 Dec 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/access/StreicherP21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/entropy/RodrigoAAG21,
  author       = {Enrique Gonz{\'{a}}lez Rodrigo and
                  Juan C. Alfaro and
                  Juan A. Aledo and
                  Jos{\'{e}} A. G{\'{a}}mez},
  title        = {Mixture-Based Probabilistic Graphical Models for the Label Ranking
                  Problem},
  journal      = {Entropy},
  volume       = {23},
  number       = {4},
  pages        = {420},
  year         = {2021},
  url          = {https://doi.org/10.3390/e23040420},
  doi          = {10.3390/E23040420},
  timestamp    = {Wed, 15 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/entropy/RodrigoAAG21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijar/MauaC21,
  author       = {Denis Deratani Mau{\'{a}} and
                  Cassio Polpo de Campos},
  title        = {Special Issue on Robustness in Probabilistic Graphical Models},
  journal      = {Int. J. Approx. Reason.},
  volume       = {137},
  pages        = {113},
  year         = {2021},
  url          = {https://doi.org/10.1016/j.ijar.2021.07.002},
  doi          = {10.1016/J.IJAR.2021.07.002},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ijar/MauaC21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijcv/ZhuLWG21,
  author       = {Mingrui Zhu and
                  Jie Li and
                  Nannan Wang and
                  Xinbo Gao},
  title        = {Learning Deep Patch representation for Probabilistic Graphical Model-Based
                  Face Sketch Synthesis},
  journal      = {Int. J. Comput. Vis.},
  volume       = {129},
  number       = {6},
  pages        = {1820--1836},
  year         = {2021},
  url          = {https://doi.org/10.1007/s11263-021-01442-2},
  doi          = {10.1007/S11263-021-01442-2},
  timestamp    = {Mon, 20 Sep 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ijcv/ZhuLWG21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijis/Gomez-OlmedoCCM21,
  author       = {Manuel G{\'{o}}mez{-}Olmedo and
                  Rafael Caba{\~{n}}as and
                  Andr{\'{e}}s Cano and
                  Seraf{\'{\i}}n Moral and
                  Ofelia P. Retamero},
  title        = {Value-based potentials: Exploiting quantitative information regularity
                  patterns in probabilistic graphical models},
  journal      = {Int. J. Intell. Syst.},
  volume       = {36},
  number       = {11},
  pages        = {6913--6943},
  year         = {2021},
  url          = {https://doi.org/10.1002/int.22573},
  doi          = {10.1002/INT.22573},
  timestamp    = {Fri, 03 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ijis/Gomez-OlmedoCCM21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/iotj/WangWSAW21,
  author       = {Cheng Wang and
                  Cheng Wu and
                  Jie Sheng and
                  Bo Ai and
                  Yiming Wang},
  title        = {Optimization of Time-Frequency Resource Management Based on Probabilistic
                  Graphical Models in Railway Internet-of-Things Networking},
  journal      = {{IEEE} Internet Things J.},
  volume       = {8},
  number       = {6},
  pages        = {4788--4801},
  year         = {2021},
  url          = {https://doi.org/10.1109/JIOT.2020.3028602},
  doi          = {10.1109/JIOT.2020.3028602},
  timestamp    = {Sun, 12 Nov 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/iotj/WangWSAW21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jossw/Eraslan21,
  author       = {Dogu Kaan Eraslan},
  title        = {PyGModels: {A} Python package for exploring Probabilistic Graphical
                  Models with Graph Theoretical Structures},
  journal      = {J. Open Source Softw.},
  volume       = {6},
  number       = {61},
  pages        = {3115},
  year         = {2021},
  url          = {https://doi.org/10.21105/joss.03115},
  doi          = {10.21105/JOSS.03115},
  timestamp    = {Tue, 16 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jossw/Eraslan21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ncs/KapteynPW21,
  author       = {Michael G. Kapteyn and
                  Jacob V. R. Pretorius and
                  Karen E. Willcox},
  title        = {A probabilistic graphical model foundation for enabling predictive
                  digital twins at scale},
  journal      = {Nat. Comput. Sci.},
  volume       = {1},
  number       = {5},
  pages        = {337--347},
  year         = {2021},
  url          = {https://doi.org/10.1038/s43588-021-00069-0},
  doi          = {10.1038/S43588-021-00069-0},
  timestamp    = {Mon, 15 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ncs/KapteynPW21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tit/HaaslerSZKC21,
  author       = {Isabel Haasler and
                  Rahul Singh and
                  Qinsheng Zhang and
                  Johan Karlsson and
                  Yongxin Chen},
  title        = {Multi-Marginal Optimal Transport and Probabilistic Graphical Models},
  journal      = {{IEEE} Trans. Inf. Theory},
  volume       = {67},
  number       = {7},
  pages        = {4647--4668},
  year         = {2021},
  url          = {https://doi.org/10.1109/TIT.2021.3077465},
  doi          = {10.1109/TIT.2021.3077465},
  timestamp    = {Tue, 08 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tit/HaaslerSZKC21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ccia/Torres-MartinHC21,
  author       = {Adri{\'{a}}n Torres{-}Mart{\'{\i}}n and
                  Jer{\'{o}}nimo Hern{\'{a}}ndez{-}Gonz{\'{a}}lez and
                  Jes{\'{u}}s Cerquides},
  editor       = {Mateu Villaret and
                  Teresa Alsinet and
                  C{\`{e}}sar Fern{\'{a}}ndez and
                  A{\"{\i}}da Valls},
  title        = {Validation on Real Data of an Extended Embryo-Uterine Probabilistic
                  Graphical Model for Embryo Selection},
  booktitle    = {Artificial Intelligence Research and Development - Proceedings of
                  the 23rd International Conference of the Catalan Association for Artificial
                  Intelligence, {CCIA} 2021, Virtual Event, 20-22 October, 2021},
  series       = {Frontiers in Artificial Intelligence and Applications},
  volume       = {339},
  pages        = {225--234},
  publisher    = {{IOS} Press},
  year         = {2021},
  url          = {https://doi.org/10.3233/FAIA210139},
  doi          = {10.3233/FAIA210139},
  timestamp    = {Wed, 07 Dec 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/ccia/Torres-MartinHC21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esop/Paquet21,
  author       = {Hugo Paquet},
  editor       = {Nobuko Yoshida},
  title        = {Bayesian strategies: probabilistic programs as generalised graphical
                  models},
  booktitle    = {Programming Languages and Systems - 30th European Symposium on Programming,
                  {ESOP} 2021, Held as Part of the European Joint Conferences on Theory
                  and Practice of Software, {ETAPS} 2021, Luxembourg City, Luxembourg,
                  March 27 - April 1, 2021, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {12648},
  pages        = {519--547},
  publisher    = {Springer},
  year         = {2021},
  url          = {https://doi.org/10.1007/978-3-030-72019-3\_19},
  doi          = {10.1007/978-3-030-72019-3\_19},
  timestamp    = {Fri, 14 May 2021 08:34:21 +0200},
  biburl       = {https://dblp.org/rec/conf/esop/Paquet21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eusipco/PastorinoMSZ21,
  author       = {Martina Pastorino and
                  Gabriele Moser and
                  Sebastiano B. Serpico and
                  Josiane Zerubia},
  title        = {Hierarchical Probabilistic Graphical Models and Deep Convolutional
                  Neural Networks for Remote Sensing Image Classification},
  booktitle    = {29th European Signal Processing Conference, {EUSIPCO} 2021, Dublin,
                  Ireland, August 23-27, 2021},
  pages        = {1740--1744},
  publisher    = {{IEEE}},
  year         = {2021},
  url          = {https://doi.org/10.23919/EUSIPCO54536.2021.9616179},
  doi          = {10.23919/EUSIPCO54536.2021.9616179},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/eusipco/PastorinoMSZ21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icisdm/BishtS21,
  author       = {Kritarth Bisht and
                  Seba Susan},
  editor       = {Anu A. Gokhale},
  title        = {Weighted Ensemble of Neural and Probabilistic Graphical Models for
                  Click Prediction},
  booktitle    = {{ICISDM} 2021: 2021 the 5th International Conference on Information
                  System and Data Mining, Silicon Valley, CA, USA, May 27 - 29, 2021},
  pages        = {145--150},
  publisher    = {{ACM}},
  year         = {2021},
  url          = {https://doi.org/10.1145/3471287.3471307},
  doi          = {10.1145/3471287.3471307},
  timestamp    = {Tue, 21 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icisdm/BishtS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ideal/AlfaroAG21,
  author       = {Juan C. Alfaro and
                  Juan A. Aledo and
                  Jos{\'{e}} A. G{\'{a}}mez},
  editor       = {Hujun Yin and
                  David Camacho and
                  Peter Ti{\~{n}}o and
                  Richard Allmendinger and
                  Antonio J. Tall{\'{o}}n{-}Ballesteros and
                  Ke Tang and
                  Sung{-}Bae Cho and
                  Paulo Novais and
                  Susana Nascimento},
  title        = {Mixture-Based Probabilistic Graphical Models for the Partial Label
                  Ranking Problem},
  booktitle    = {Intelligent Data Engineering and Automated Learning - {IDEAL} 2021
                  - 22nd International Conference, {IDEAL} 2021, Manchester, UK, November
                  25-27, 2021, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {13113},
  pages        = {277--288},
  publisher    = {Springer},
  year         = {2021},
  url          = {https://doi.org/10.1007/978-3-030-91608-4\_28},
  doi          = {10.1007/978-3-030-91608-4\_28},
  timestamp    = {Fri, 30 Dec 2022 11:13:32 +0100},
  biburl       = {https://dblp.org/rec/conf/ideal/AlfaroAG21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/PastorinoMSZ21,
  author       = {Martina Pastorino and
                  Gabriele Moser and
                  Sebastiano B. Serpico and
                  Josiane Zerubia},
  title        = {Semantic Segmentation of Remote Sensing Images Combining Hierarchical
                  Probabilistic Graphical Models and Deep Convolutional Neural Networks},
  booktitle    = {{IEEE} International Geoscience and Remote Sensing Symposium, {IGARSS}
                  2021, Brussels, Belgium, July 11-16, 2021},
  pages        = {8672--8675},
  publisher    = {{IEEE}},
  year         = {2021},
  url          = {https://doi.org/10.1109/IGARSS47720.2021.9553253},
  doi          = {10.1109/IGARSS47720.2021.9553253},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/igarss/PastorinoMSZ21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/innovations/Feng0SY21,
  author       = {Weiming Feng and
                  Kun He and
                  Xiaoming Sun and
                  Yitong Yin},
  editor       = {James R. Lee},
  title        = {Dynamic Inference in Probabilistic Graphical Models},
  booktitle    = {12th Innovations in Theoretical Computer Science Conference, {ITCS}
                  2021, January 6-8, 2021, Virtual Conference},
  series       = {LIPIcs},
  volume       = {185},
  pages        = {25:1--25:20},
  publisher    = {Schloss Dagstuhl - Leibniz-Zentrum f{\"{u}}r Informatik},
  year         = {2021},
  url          = {https://doi.org/10.4230/LIPIcs.ITCS.2021.25},
  doi          = {10.4230/LIPICS.ITCS.2021.25},
  timestamp    = {Wed, 26 Apr 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/innovations/Feng0SY21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2104-12053,
  author       = {Adji B. Dieng},
  title        = {Deep Probabilistic Graphical Modeling},
  journal      = {CoRR},
  volume       = {abs/2104.12053},
  year         = {2021},
  url          = {https://arxiv.org/abs/2104.12053},
  eprinttype    = {arXiv},
  eprint       = {2104.12053},
  timestamp    = {Tue, 04 May 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2104-12053.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-15666,
  author       = {Jacob Miller and
                  Geoffrey Roeder and
                  Tai{-}Danae Bradley},
  title        = {Probabilistic Graphical Models and Tensor Networks: {A} Hybrid Framework},
  journal      = {CoRR},
  volume       = {abs/2106.15666},
  year         = {2021},
  url          = {https://arxiv.org/abs/2106.15666},
  eprinttype    = {arXiv},
  eprint       = {2106.15666},
  timestamp    = {Mon, 08 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2106-15666.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2107-05729,
  author       = {Yicheng Fei and
                  Xaq Pitkow},
  title        = {Generalization of graph network inferences in higher-order probabilistic
                  graphical models},
  journal      = {CoRR},
  volume       = {abs/2107.05729},
  year         = {2021},
  url          = {https://arxiv.org/abs/2107.05729},
  eprinttype    = {arXiv},
  eprint       = {2107.05729},
  timestamp    = {Tue, 20 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2107-05729.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2109-13233,
  author       = {Junyu Xuan and
                  Jie Lu and
                  Guangquan Zhang},
  title        = {Bayesian Transfer Learning: An Overview of Probabilistic Graphical
                  Models for Transfer Learning},
  journal      = {CoRR},
  volume       = {abs/2109.13233},
  year         = {2021},
  url          = {https://arxiv.org/abs/2109.13233},
  eprinttype    = {arXiv},
  eprint       = {2109.13233},
  timestamp    = {Mon, 04 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2109-13233.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-00091,
  author       = {Simon Streicher and
                  Johan A. du Preez},
  title        = {Strengthening Probabilistic Graphical Models: The Purge-and-merge
                  Algorithm},
  journal      = {CoRR},
  volume       = {abs/2110.00091},
  year         = {2021},
  url          = {https://arxiv.org/abs/2110.00091},
  eprinttype    = {arXiv},
  eprint       = {2110.00091},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2110-00091.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-03749,
  author       = {Rafael Ballester{-}Ripoll and
                  Manuele Leonelli},
  title        = {Global sensitivity analysis in probabilistic graphical models},
  journal      = {CoRR},
  volume       = {abs/2110.03749},
  year         = {2021},
  url          = {https://arxiv.org/abs/2110.03749},
  eprinttype    = {arXiv},
  eprint       = {2110.03749},
  timestamp    = {Mon, 25 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2110-03749.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-03792,
  author       = {Simon Streicher and
                  Willie Brink and
                  Johan A. du Preez},
  title        = {A Probabilistic Graphical Model Approach to the Structure-and-Motion
                  Problem},
  journal      = {CoRR},
  volume       = {abs/2110.03792},
  year         = {2021},
  url          = {https://arxiv.org/abs/2110.03792},
  eprinttype    = {arXiv},
  eprint       = {2110.03792},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2110-03792.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2112-01292,
  author       = {Arnaud Fanthomme and
                  Francesca Rizzato and
                  Simona Cocco and
                  R{\'{e}}mi Monasson},
  title        = {Optimal regularizations for data generation with probabilistic graphical
                  models},
  journal      = {CoRR},
  volume       = {abs/2112.01292},
  year         = {2021},
  url          = {https://arxiv.org/abs/2112.01292},
  eprinttype    = {arXiv},
  eprint       = {2112.01292},
  timestamp    = {Mon, 11 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2112-01292.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/basesearch/Liu20c,
  author       = {Dong Liu},
  title        = {Perspectives on Probabilistic Graphical Models},
  school       = {{KTH} Royal Institute of Technology, Stockholm, Sweden},
  year         = {2020},
  url          = {https://nbn-resolving.org/urn:nbn:se:kth:diva-284140},
  urn          = {urn:nbn:se:kth:diva-284140},
  timestamp    = {Tue, 29 Nov 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/phd/basesearch/Liu20c.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/ethos/Verghese20,
  author       = {Sheena Leeza Verghese},
  title        = {High dimensional low sample size data analysis: a probabilistic graphical
                  model based approach for feature extraction and classification},
  school       = {University of Nottingham, {UK}},
  year         = {2020},
  url          = {https://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.813414},
  timestamp    = {Wed, 10 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/ethos/Verghese20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/us/Dieng20,
  author       = {Adji Bousso Dieng},
  title        = {Deep Probabilistic Graphical Modeling},
  school       = {Columbia University, {USA}},
  year         = {2020},
  url          = {https://doi.org/10.7916/d8-gt4e-6m45},
  doi          = {10.7916/D8-GT4E-6M45},
  timestamp    = {Fri, 15 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/us/Dieng20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/access/GlasserPC20,
  author       = {Ivan Glasser and
                  Nicola Pancotti and
                  J. Ignacio Cirac},
  title        = {From Probabilistic Graphical Models to Generalized Tensor Networks
                  for Supervised Learning},
  journal      = {{IEEE} Access},
  volume       = {8},
  pages        = {68169--68182},
  year         = {2020},
  url          = {https://doi.org/10.1109/ACCESS.2020.2986279},
  doi          = {10.1109/ACCESS.2020.2986279},
  timestamp    = {Fri, 22 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/access/GlasserPC20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/amai/JavidianWLV20,
  author       = {Mohammad Ali Javidian and
                  Zhiyu Wang and
                  Linyuan Lu and
                  Marco Valtorta},
  title        = {On a hypergraph probabilistic graphical model},
  journal      = {Ann. Math. Artif. Intell.},
  volume       = {88},
  number       = {9},
  pages        = {1003--1033},
  year         = {2020},
  url          = {https://doi.org/10.1007/s10472-020-09701-7},
  doi          = {10.1007/S10472-020-09701-7},
  timestamp    = {Wed, 07 Dec 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/amai/JavidianWLV20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ar/KinoseT20,
  author       = {Akira Kinose and
                  Tadahiro Taniguchi},
  title        = {Integration of imitation learning using {GAIL} and reinforcement learning
                  using task-achievement rewards via probabilistic graphical model},
  journal      = {Adv. Robotics},
  volume       = {34},
  number       = {16},
  pages        = {1055--1067},
  year         = {2020},
  url          = {https://doi.org/10.1080/01691864.2020.1778521},
  doi          = {10.1080/01691864.2020.1778521},
  timestamp    = {Mon, 07 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ar/KinoseT20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/artmed/VilardellBCMGAF20,
  author       = {Mireia Vilardell and
                  Maria Bux{\'{o}} and
                  Ramon Cl{\`{e}}ries and
                  Jos{\'{e}} Miguel Mart{\'{\i}}nez and
                  Gemma Garcia and
                  Alberto Ameijide and
                  Rebeca Font and
                  Sergi Civit and
                  Rafael Marcos{-}Gragera and
                  Maria Loreto Vilardell and
                  Mari{\`{a}} Carulla and
                  Josep Alfons Espin{\`{a}}s and
                  Jaume Galceran and
                  Angel Izquierdo and
                  Josep Maria Borr{\`{a}}s},
  title        = {Missing data imputation and synthetic data simulation through modeling
                  graphical probabilistic dependencies between variables (ModGraProDep):
                  An application to breast cancer survival},
  journal      = {Artif. Intell. Medicine},
  volume       = {107},
  pages        = {101875},
  year         = {2020},
  url          = {https://doi.org/10.1016/j.artmed.2020.101875},
  doi          = {10.1016/J.ARTMED.2020.101875},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/artmed/VilardellBCMGAF20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bigdatama/HeZ20,
  author       = {Zaobo He and
                  Junxiu Zhou},
  title        = {Inference attacks on genomic data based on probabilistic graphical
                  models},
  journal      = {Big Data Min. Anal.},
  volume       = {3},
  number       = {3},
  pages        = {225--233},
  year         = {2020},
  url          = {https://doi.org/10.26599/BDMA.2020.9020008},
  doi          = {10.26599/BDMA.2020.9020008},
  timestamp    = {Mon, 17 Aug 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/bigdatama/HeZ20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/KotiangE20,
  author       = {Stephen Kotiang and
                  Ali Eslami},
  title        = {A probabilistic graphical model for system-wide analysis of gene regulatory
                  networks},
  journal      = {Bioinform.},
  volume       = {36},
  number       = {10},
  pages        = {3192--3199},
  year         = {2020},
  url          = {https://doi.org/10.1093/bioinformatics/btaa122},
  doi          = {10.1093/BIOINFORMATICS/BTAA122},
  timestamp    = {Fri, 25 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bioinformatics/KotiangE20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijcv/SouzaGCML20,
  author       = {C{\'{e}}sar Roberto de Souza and
                  Adrien Gaidon and
                  Yohann Cabon and
                  Naila Murray and
                  Antonio M. L{\'{o}}pez},
  title        = {Generating Human Action Videos by Coupling 3D Game Engines and Probabilistic
                  Graphical Models},
  journal      = {Int. J. Comput. Vis.},
  volume       = {128},
  number       = {5},
  pages        = {1505--1536},
  year         = {2020},
  url          = {https://doi.org/10.1007/s11263-019-01222-z},
  doi          = {10.1007/S11263-019-01222-Z},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ijcv/SouzaGCML20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/qip/KoshkaN20,
  author       = {Yaroslav Koshka and
                  Mark A. Novotny},
  title        = {Toward sampling from undirected probabilistic graphical models using
                  a D-Wave quantum annealer},
  journal      = {Quantum Inf. Process.},
  volume       = {19},
  number       = {9},
  pages        = {353},
  year         = {2020},
  url          = {https://doi.org/10.1007/s11128-020-02781-8},
  doi          = {10.1007/S11128-020-02781-8},
  timestamp    = {Thu, 16 Sep 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/qip/KoshkaN20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tifs/PengW0G20,
  author       = {Chunlei Peng and
                  Nannan Wang and
                  Jie Li and
                  Xinbo Gao},
  title        = {Face Sketch Synthesis in the Wild via Deep Patch Representation-Based
                  Probabilistic Graphical Model},
  journal      = {{IEEE} Trans. Inf. Forensics Secur.},
  volume       = {15},
  pages        = {172--183},
  year         = {2020},
  url          = {https://doi.org/10.1109/TIFS.2019.2916633},
  doi          = {10.1109/TIFS.2019.2916633},
  timestamp    = {Mon, 20 Sep 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tifs/PengW0G20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tmi/ScipioniPSL20,
  author       = {Michele Scipioni and
                  Stefano Pedemonte and
                  Maria Filomena Santarelli and
                  Luigi Landini},
  title        = {Probabilistic Graphical Models for Dynamic {PET:} {A} Novel Approach
                  to Direct Parametric Map Estimation and Image Reconstruction},
  journal      = {{IEEE} Trans. Medical Imaging},
  volume       = {39},
  number       = {1},
  pages        = {152--160},
  year         = {2020},
  url          = {https://doi.org/10.1109/TMI.2019.2922448},
  doi          = {10.1109/TMI.2019.2922448},
  timestamp    = {Thu, 18 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tmi/ScipioniPSL20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/ZhangWLG20,
  author       = {Mingjin Zhang and
                  Nannan Wang and
                  Yunsong Li and
                  Xinbo Gao},
  title        = {Neural Probabilistic Graphical Model for Face Sketch Synthesis},
  journal      = {{IEEE} Trans. Neural Networks Learn. Syst.},
  volume       = {31},
  number       = {7},
  pages        = {2623--2637},
  year         = {2020},
  url          = {https://doi.org/10.1109/TNNLS.2019.2933590},
  doi          = {10.1109/TNNLS.2019.2933590},
  timestamp    = {Mon, 20 Sep 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tnn/ZhangWLG20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cdmake/SarantiTEH20,
  author       = {Anna Saranti and
                  Behnam Taraghi and
                  Martin Ebner and
                  Andreas Holzinger},
  editor       = {Andreas Holzinger and
                  Peter Kieseberg and
                  A Min Tjoa and
                  Edgar R. Weippl},
  title        = {Property-Based Testing for Parameter Learning of Probabilistic Graphical
                  Models},
  booktitle    = {Machine Learning and Knowledge Extraction - 4th {IFIP} {TC} 5, {TC}
                  12, {WG} 8.4, {WG} 8.9, {WG} 12.9 International Cross-Domain Conference,
                  {CD-MAKE} 2020, Dublin, Ireland, August 25-28, 2020, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {12279},
  pages        = {499--515},
  publisher    = {Springer},
  year         = {2020},
  url          = {https://doi.org/10.1007/978-3-030-57321-8\_28},
  doi          = {10.1007/978-3-030-57321-8\_28},
  timestamp    = {Wed, 26 Aug 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/cdmake/SarantiTEH20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cikm/LiuCLZX20,
  author       = {Yifei Liu and
                  Chao Chen and
                  Yazheng Liu and
                  Xi Zhang and
                  Sihong Xie},
  editor       = {Mathieu d'Aquin and
                  Stefan Dietze and
                  Claudia Hauff and
                  Edward Curry and
                  Philippe Cudr{\'{e}}{-}Mauroux},
  title        = {Shapley Values and Meta-Explanations for Probabilistic Graphical Model
                  Inference},
  booktitle    = {{CIKM} '20: The 29th {ACM} International Conference on Information
                  and Knowledge Management, Virtual Event, Ireland, October 19-23, 2020},
  pages        = {945--954},
  publisher    = {{ACM}},
  year         = {2020},
  url          = {https://doi.org/10.1145/3340531.3411881},
  doi          = {10.1145/3340531.3411881},
  timestamp    = {Thu, 04 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/cikm/LiuCLZX20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/flairs/HartwigM020,
  author       = {Mattis Hartwig and
                  Marisa Mohr and
                  Ralf M{\"{o}}ller},
  editor       = {Roman Bart{\'{a}}k and
                  Eric Bell},
  title        = {Constructing Gaussian Processes for Probabilistic Graphical Models},
  booktitle    = {Proceedings of the Thirty-Third International Florida Artificial Intelligence
                  Research Society Conference, Originally to be held in North Miami
                  Beach, Florida, USA, May 17-20, 2020},
  pages        = {57--62},
  publisher    = {{AAAI} Press},
  year         = {2020},
  url          = {https://aaai.org/ocs/index.php/FLAIRS/FLAIRS20/paper/view/18407},
  timestamp    = {Wed, 26 Oct 2022 08:35:06 +0200},
  biburl       = {https://dblp.org/rec/conf/flairs/HartwigM020.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/isgt/MyersWGQ20,
  author       = {Luke Myers and
                  Binghui Wang and
                  Neil Zhenqiang Gong and
                  Daji Qiao},
  title        = {State Estimation via Inference on a Probabilistic Graphical Model
                  - {A} Different Perspective},
  booktitle    = {{IEEE} Power {\&} Energy Society Innovative Smart Grid Technologies
                  Conference, {ISGT} 2020, Washington, DC, USA, February 17-20, 2020},
  pages        = {1--5},
  publisher    = {{IEEE}},
  year         = {2020},
  url          = {https://doi.org/10.1109/ISGT45199.2020.9087690},
  doi          = {10.1109/ISGT45199.2020.9087690},
  timestamp    = {Wed, 20 May 2020 16:38:18 +0200},
  biburl       = {https://dblp.org/rec/conf/isgt/MyersWGQ20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/isscc/WanKEZLWD0RJWCW20,
  author       = {Weier Wan and
                  Rajkumar Kubendran and
                  Sukru Burc Eryilmaz and
                  Wenqiang Zhang and
                  Yan Liao and
                  Dabin Wu and
                  Stephen R. Deiss and
                  Bin Gao and
                  Priyanka Raina and
                  Siddharth Joshi and
                  Huaqiang Wu and
                  Gert Cauwenberghs and
                  H.{-}S. Philip Wong},
  title        = {33.1 {A} 74 {TMACS/W} {CMOS-RRAM} Neurosynaptic Core with Dynamically
                  Reconfigurable Dataflow and In-situ Transposable Weights for Probabilistic
                  Graphical Models},
  booktitle    = {2020 {IEEE} International Solid- State Circuits Conference, {ISSCC}
                  2020, San Francisco, CA, USA, February 16-20, 2020},
  pages        = {498--500},
  publisher    = {{IEEE}},
  year         = {2020},
  url          = {https://doi.org/10.1109/ISSCC19947.2020.9062979},
  doi          = {10.1109/ISSCC19947.2020.9062979},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/isscc/WanKEZLWD0RJWCW20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mm/0026LWC20,
  author       = {Jing Li and
                  Suiyi Ling and
                  Junle Wang and
                  Patrick Le Callet},
  editor       = {Chang Wen Chen and
                  Rita Cucchiara and
                  Xian{-}Sheng Hua and
                  Guo{-}Jun Qi and
                  Elisa Ricci and
                  Zhengyou Zhang and
                  Roger Zimmermann},
  title        = {A Probabilistic Graphical Model for Analyzing the Subjective Visual
                  Quality Assessment Data from Crowdsourcing},
  booktitle    = {{MM} '20: The 28th {ACM} International Conference on Multimedia, Virtual
                  Event / Seattle, WA, USA, October 12-16, 2020},
  pages        = {3339--3347},
  publisher    = {{ACM}},
  year         = {2020},
  url          = {https://doi.org/10.1145/3394171.3413619},
  doi          = {10.1145/3394171.3413619},
  timestamp    = {Thu, 15 Oct 2020 12:15:03 +0200},
  biburl       = {https://dblp.org/rec/conf/mm/0026LWC20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ShihE20,
  author       = {Andy Shih and
                  Stefano Ermon},
  editor       = {Hugo Larochelle and
                  Marc'Aurelio Ranzato and
                  Raia Hadsell and
                  Maria{-}Florina Balcan and
                  Hsuan{-}Tien Lin},
  title        = {Probabilistic Circuits for Variational Inference in Discrete Graphical
                  Models},
  booktitle    = {Advances in Neural Information Processing Systems 33: Annual Conference
                  on Neural Information Processing Systems 2020, NeurIPS 2020, December
                  6-12, 2020, virtual},
  year         = {2020},
  url          = {https://proceedings.neurips.cc/paper/2020/hash/31784d9fc1fa0d25d04eae50ac9bf787-Abstract.html},
  timestamp    = {Tue, 19 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/ShihE20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/VuT20,
  author       = {Minh N. Vu and
                  My T. Thai},
  editor       = {Hugo Larochelle and
                  Marc'Aurelio Ranzato and
                  Raia Hadsell and
                  Maria{-}Florina Balcan and
                  Hsuan{-}Tien Lin},
  title        = {PGM-Explainer: Probabilistic Graphical Model Explanations for Graph
                  Neural Networks},
  booktitle    = {Advances in Neural Information Processing Systems 33: Annual Conference
                  on Neural Information Processing Systems 2020, NeurIPS 2020, December
                  6-12, 2020, virtual},
  year         = {2020},
  url          = {https://proceedings.neurips.cc/paper/2020/hash/8fb134f258b1f7865a6ab2d935a897c9-Abstract.html},
  timestamp    = {Tue, 19 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/VuT20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/CabanasCSM20,
  author       = {Rafael Caba{\~{n}}as and
                  Javier C{\'{o}}zar and
                  Antonio Salmer{\'{o}}n and
                  Andr{\'{e}}s R. Masegosa},
  editor       = {Manfred Jaeger and
                  Thomas Dyhre Nielsen},
  title        = {Probabilistic Graphical Models with Neural Networks in InferPy},
  booktitle    = {International Conference on Probabilistic Graphical Models, {PGM}
                  2020, 23-25 September 2020, Aalborg, Hotel Comwell Rebild Bakker,
                  Sk{\o}rping, Denmark},
  series       = {Proceedings of Machine Learning Research},
  volume       = {138},
  pages        = {601--604},
  publisher    = {{PMLR}},
  year         = {2020},
  url          = {http://proceedings.mlr.press/v138/cabanas20b.html},
  timestamp    = {Fri, 03 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/CabanasCSM20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/DucampBNW20,
  author       = {Gaspard Ducamp and
                  Philippe Bonnard and
                  Anthony Nouy and
                  Pierre{-}Henri Wuillemin},
  editor       = {Manfred Jaeger and
                  Thomas Dyhre Nielsen},
  title        = {An Efficient Low-Rank Tensors Representation for Algorithms in Complex
                  Probabilistic Graphical Models},
  booktitle    = {International Conference on Probabilistic Graphical Models, {PGM}
                  2020, 23-25 September 2020, Aalborg, Hotel Comwell Rebild Bakker,
                  Sk{\o}rping, Denmark},
  series       = {Proceedings of Machine Learning Research},
  volume       = {138},
  pages        = {173--184},
  publisher    = {{PMLR}},
  year         = {2020},
  url          = {http://proceedings.mlr.press/v138/ducamp20b.html},
  timestamp    = {Mon, 14 Jun 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/DucampBNW20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/DucampGW20,
  author       = {Gaspard Ducamp and
                  Christophe Gonzales and
                  Pierre{-}Henri Wuillemin},
  editor       = {Manfred Jaeger and
                  Thomas Dyhre Nielsen},
  title        = {aGrUM/pyAgrum : a toolbox to build models and algorithms for Probabilistic
                  Graphical Models in Python},
  booktitle    = {International Conference on Probabilistic Graphical Models, {PGM}
                  2020, 23-25 September 2020, Aalborg, Hotel Comwell Rebild Bakker,
                  Sk{\o}rping, Denmark},
  series       = {Proceedings of Machine Learning Research},
  volume       = {138},
  pages        = {609--612},
  publisher    = {{PMLR}},
  year         = {2020},
  url          = {http://proceedings.mlr.press/v138/ducamp20a.html},
  timestamp    = {Mon, 14 Jun 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/DucampGW20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/FinkeGBP020,
  author       = {Nils Finke and
                  Marcel Gehrke and
                  Tanya Braun and
                  Tristan Potten and
                  Ralf M{\"{o}}ller},
  editor       = {Manfred Jaeger and
                  Thomas Dyhre Nielsen},
  title        = {Investigating Matureness of Probabilistic Graphical Models for Dry-Bulk
                  Shipping},
  booktitle    = {International Conference on Probabilistic Graphical Models, {PGM}
                  2020, 23-25 September 2020, Aalborg, Hotel Comwell Rebild Bakker,
                  Sk{\o}rping, Denmark},
  series       = {Proceedings of Machine Learning Research},
  volume       = {138},
  pages        = {197--208},
  publisher    = {{PMLR}},
  year         = {2020},
  url          = {http://proceedings.mlr.press/v138/finke20a.html},
  timestamp    = {Mon, 14 Jun 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/FinkeGBP020.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/Serrano-PerezS20,
  author       = {Jonathan Serrano{-}P{\'{e}}rez and
                  Luis Enrique Sucar},
  editor       = {Manfred Jaeger and
                  Thomas Dyhre Nielsen},
  title        = {PGM{\_}PyLib: {A} Toolkit for Probabilistic Graphical Models in Python},
  booktitle    = {International Conference on Probabilistic Graphical Models, {PGM}
                  2020, 23-25 September 2020, Aalborg, Hotel Comwell Rebild Bakker,
                  Sk{\o}rping, Denmark},
  series       = {Proceedings of Machine Learning Research},
  volume       = {138},
  pages        = {625--628},
  publisher    = {{PMLR}},
  year         = {2020},
  url          = {http://proceedings.mlr.press/v138/serrano-perez20a.html},
  timestamp    = {Mon, 14 Jun 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/Serrano-PerezS20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/supercomputer/PercianoHCLB20,
  author       = {Talita Perciano and
                  Colleen Heinemann and
                  David Camp and
                  Brenton Lessley and
                  E. Wes Bethel},
  editor       = {Ponnuswamy Sadayappan and
                  Bradford L. Chamberlain and
                  Guido Juckeland and
                  Hatem Ltaief},
  title        = {Shared-Memory Parallel Probabilistic Graphical Modeling Optimization:
                  Comparison of Threads, OpenMP, and Data-Parallel Primitives},
  booktitle    = {High Performance Computing - 35th International Conference, {ISC}
                  High Performance 2020, Frankfurt/Main, Germany, June 22-25, 2020,
                  Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {12151},
  pages        = {127--145},
  publisher    = {Springer},
  year         = {2020},
  url          = {https://doi.org/10.1007/978-3-030-50743-5\_7},
  doi          = {10.1007/978-3-030-50743-5\_7},
  timestamp    = {Fri, 14 May 2021 08:34:20 +0200},
  biburl       = {https://dblp.org/rec/conf/supercomputer/PercianoHCLB20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/pgm/2020,
  editor       = {Manfred Jaeger and
                  Thomas Dyhre Nielsen},
  title        = {International Conference on Probabilistic Graphical Models, {PGM}
                  2020, 23-25 September 2020, Aalborg, Hotel Comwell Rebild Bakker,
                  Sk{\o}rping, Denmark},
  series       = {Proceedings of Machine Learning Research},
  volume       = {138},
  publisher    = {{PMLR}},
  year         = {2020},
  url          = {http://proceedings.mlr.press/v138/},
  timestamp    = {Mon, 14 Jun 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/2020.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2004-10066,
  author       = {Yifei Liu and
                  Chao Chen and
                  Xi Zhang and
                  Sihong Xie},
  title        = {Rigorous Explanation of Inference on Probabilistic Graphical Models},
  journal      = {CoRR},
  volume       = {abs/2004.10066},
  year         = {2020},
  url          = {https://arxiv.org/abs/2004.10066},
  eprinttype    = {arXiv},
  eprint       = {2004.10066},
  timestamp    = {Tue, 28 Apr 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2004-10066.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2005-04879,
  author       = {Ming Bo Cai and
                  Michael Shvartsman and
                  Anqi Wu and
                  Hejia Zhang and
                  Xia Zhu},
  title        = {Incorporating structured assumptions with probabilistic graphical
                  models in fMRI data analysis},
  journal      = {CoRR},
  volume       = {abs/2005.04879},
  year         = {2020},
  url          = {https://arxiv.org/abs/2005.04879},
  eprinttype    = {arXiv},
  eprint       = {2005.04879},
  timestamp    = {Thu, 14 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2005-04879.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-08866,
  author       = {Yasunori Akagi and
                  Yusuke Tanaka and
                  Tomoharu Iwata and
                  Takeshi Kurashima and
                  Hiroyuki Toda},
  title        = {Probabilistic Optimal Transport based on Collective Graphical Models},
  journal      = {CoRR},
  volume       = {abs/2006.08866},
  year         = {2020},
  url          = {https://arxiv.org/abs/2006.08866},
  eprinttype    = {arXiv},
  eprint       = {2006.08866},
  timestamp    = {Wed, 17 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2006-08866.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-14113,
  author       = {Isabel Haasler and
                  Rahul Singh and
                  Qinsheng Zhang and
                  Johan Karlsson and
                  Yongxin Chen},
  title        = {Multi-marginal optimal transport and probabilistic graphical models},
  journal      = {CoRR},
  volume       = {abs/2006.14113},
  year         = {2020},
  url          = {https://arxiv.org/abs/2006.14113},
  eprinttype    = {arXiv},
  eprint       = {2006.14113},
  timestamp    = {Tue, 08 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2006-14113.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2009-00234,
  author       = {Ukachi Osisiogu},
  title        = {Semantic Sentiment Analysis Based on Probabilistic Graphical Models
                  and Recurrent Neural Network},
  journal      = {CoRR},
  volume       = {abs/2009.00234},
  year         = {2020},
  url          = {https://arxiv.org/abs/2009.00234},
  eprinttype    = {arXiv},
  eprint       = {2009.00234},
  timestamp    = {Wed, 16 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2009-00234.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2010-05788,
  author       = {Minh N. Vu and
                  My T. Thai},
  title        = {PGM-Explainer: Probabilistic Graphical Model Explanations for Graph
                  Neural Networks},
  journal      = {CoRR},
  volume       = {abs/2010.05788},
  year         = {2020},
  url          = {https://arxiv.org/abs/2010.05788},
  eprinttype    = {arXiv},
  eprint       = {2010.05788},
  timestamp    = {Tue, 20 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2010-05788.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2010-11446,
  author       = {Andy Shih and
                  Stefano Ermon},
  title        = {Probabilistic Circuits for Variational Inference in Discrete Graphical
                  Models},
  journal      = {CoRR},
  volume       = {abs/2010.11446},
  year         = {2020},
  url          = {https://arxiv.org/abs/2010.11446},
  eprinttype    = {arXiv},
  eprint       = {2010.11446},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2010-11446.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2011-09020,
  author       = {Ziniu Wu and
                  Rong Zhu and
                  Andreas Pfadler and
                  Yuxing Han and
                  Jiangneng Li and
                  Zhengping Qian and
                  Kai Zeng and
                  Jingren Zhou},
  title        = {{FSPN:} {A} New Class of Probabilistic Graphical Model},
  journal      = {CoRR},
  volume       = {abs/2011.09020},
  year         = {2020},
  url          = {https://arxiv.org/abs/2011.09020},
  eprinttype    = {arXiv},
  eprint       = {2011.09020},
  timestamp    = {Thu, 19 Oct 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2011-09020.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-05841,
  author       = {Michael G. Kapteyn and
                  Jacob V. R. Pretorius and
                  Karen E. Willcox},
  title        = {A Probabilistic Graphical Model Foundation for Enabling Predictive
                  Digital Twins at Scale},
  journal      = {CoRR},
  volume       = {abs/2012.05841},
  year         = {2020},
  url          = {https://arxiv.org/abs/2012.05841},
  eprinttype    = {arXiv},
  eprint       = {2012.05841},
  timestamp    = {Sat, 02 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2012-05841.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/dnb/Hakimov19,
  author       = {Sherzod Hakimov},
  title        = {Learning Multilingual Semantic Parsers for Question Answering over
                  Linked Data. {A} comparison of neural and probabilistic graphical
                  model architectures},
  school       = {Bielefeld University, Germany},
  year         = {2019},
  url          = {https://pub.uni-bielefeld.de/record/2935619},
  urn          = {urn:nbn:de:0070-pub-29356195},
  timestamp    = {Sat, 17 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/dnb/Hakimov19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/es/Fernandez-Gonzalez19,
  author       = {Pablo Fernandez{-}Gonzalez},
  title        = {Developments in probabilistic graphical models, circular distributions
                  and theory of random forests with applications in neuroscience},
  school       = {Technical University of Madrid, Spain},
  year         = {2019},
  url          = {https://oa.upm.es/56990/},
  timestamp    = {Thu, 16 Feb 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/phd/es/Fernandez-Gonzalez19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/it/Scipioni19,
  author       = {Michele Scipioni},
  title        = {4D Tomographic Image Reconstruction and Parametric Maps Estimation:
                  a model-based strategy for algorithm design using Bayesian inference
                  in Probabilistic Graphical Models},
  school       = {University of Pisa, Italy},
  year         = {2019},
  url          = {https://opac.bncf.firenze.sbn.it/bncf-prod/resource?uri=TD20017906},
  timestamp    = {Wed, 10 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/it/Scipioni19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@book{DBLP:series/synthesis/2019Dechter,
  author       = {Rina Dechter},
  title        = {Reasoning with Probabilistic and Deterministic Graphical Models: Exact
                  Algorithms, Second Edition},
  series       = {Synthesis Lectures on Artificial Intelligence and Machine Learning},
  publisher    = {Morgan {\&} Claypool Publishers},
  year         = {2019},
  url          = {https://doi.org/10.2200/S00893ED2V01Y201901AIM041},
  doi          = {10.2200/S00893ED2V01Y201901AIM041},
  isbn         = {978-3-031-00455-1},
  timestamp    = {Tue, 17 Oct 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/series/synthesis/2019Dechter.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/KouDYSLXL19,
  author       = {Feifei Kou and
                  Junping Du and
                  Cong{-}Xian Yang and
                  Yan{-}Song Shi and
                  MeiYu Liang and
                  Zhe Xue and
                  Haisheng Li},
  title        = {A multi-feature probabilistic graphical model for social network semantic
                  search},
  journal      = {Neurocomputing},
  volume       = {336},
  pages        = {67--78},
  year         = {2019},
  url          = {https://doi.org/10.1016/j.neucom.2018.03.086},
  doi          = {10.1016/J.NEUCOM.2018.03.086},
  timestamp    = {Tue, 16 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ijon/KouDYSLXL19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcst/QiangFYGZS19,
  author       = {Yuting Qiang and
                  Yanwei Fu and
                  Xiao Yu and
                  Yanwen Guo and
                  Zhi{-}Hua Zhou and
                  Leonid Sigal},
  title        = {Learning to Generate Posters of Scientific Papers by Probabilistic
                  Graphical Models},
  journal      = {J. Comput. Sci. Technol.},
  volume       = {34},
  number       = {1},
  pages        = {155--169},
  year         = {2019},
  url          = {https://doi.org/10.1007/s11390-019-1904-1},
  doi          = {10.1007/S11390-019-1904-1},
  timestamp    = {Mon, 05 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jcst/QiangFYGZS19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jocs/RamazzottiNAG19,
  author       = {Daniele Ramazzotti and
                  Marco S. Nobile and
                  Marco Antoniotti and
                  Alex Graudenzi},
  title        = {Efficient computational strategies to learn the structure of probabilistic
                  graphical models of cumulative phenomena},
  journal      = {J. Comput. Sci.},
  volume       = {30},
  pages        = {1--10},
  year         = {2019},
  url          = {https://doi.org/10.1016/j.jocs.2018.10.009},
  doi          = {10.1016/J.JOCS.2018.10.009},
  timestamp    = {Fri, 09 Apr 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jocs/RamazzottiNAG19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sigspatial/Sabek19,
  author       = {Ibrahim Sabek},
  title        = {Flash: scalable spatial probabilistic graphical modeling},
  journal      = {{ACM} {SIGSPATIAL} Special},
  volume       = {11},
  number       = {3},
  pages        = {3--6},
  year         = {2019},
  url          = {https://doi.org/10.1145/3383653.3383654},
  doi          = {10.1145/3383653.3383654},
  timestamp    = {Wed, 27 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/sigspatial/Sabek19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/acssc/YoonLXZFUZP19,
  author       = {KiJung Yoon and
                  Renjie Liao and
                  Yuwen Xiong and
                  Lisa Zhang and
                  Ethan Fetaya and
                  Raquel Urtasun and
                  Richard S. Zemel and
                  Xaq Pitkow},
  editor       = {Michael B. Matthews},
  title        = {Inference in Probabilistic Graphical Models by Graph Neural Networks},
  booktitle    = {53rd Asilomar Conference on Signals, Systems, and Computers, {ACSCC}
                  2019, Pacific Grove, CA, USA, November 3-6, 2019},
  pages        = {868--875},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/IEEECONF44664.2019.9048920},
  doi          = {10.1109/IEEECONF44664.2019.9048920},
  timestamp    = {Tue, 21 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/acssc/YoonLXZFUZP19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/KellySV19,
  author       = {Craig Kelly and
                  Somdeb Sarkhel and
                  Deepak Venugopal},
  editor       = {Kamalika Chaudhuri and
                  Masashi Sugiyama},
  title        = {Adaptive Rao-Blackwellisation in Gibbs Sampling for Probabilistic
                  Graphical Models},
  booktitle    = {The 22nd International Conference on Artificial Intelligence and Statistics,
                  {AISTATS} 2019, 16-18 April 2019, Naha, Okinawa, Japan},
  series       = {Proceedings of Machine Learning Research},
  volume       = {89},
  pages        = {2907--2915},
  publisher    = {{PMLR}},
  year         = {2019},
  url          = {http://proceedings.mlr.press/v89/kelly19a.html},
  timestamp    = {Fri, 07 Jun 2019 09:03:47 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/KellySV19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bigdataconf/WangXM019,
  author       = {Tianqi Wang and
                  Houping Xiao and
                  Fenglong Ma and
                  Jing Gao},
  editor       = {Chaitanya K. Baru and
                  Jun Huan and
                  Latifur Khan and
                  Xiaohua Hu and
                  Ronay Ak and
                  Yuanyuan Tian and
                  Roger S. Barga and
                  Carlo Zaniolo and
                  Kisung Lee and
                  Yanfang (Fanny) Ye},
  title        = {IProWA: {A} Novel Probabilistic Graphical Model for Crowdsourcing
                  Aggregation},
  booktitle    = {2019 {IEEE} International Conference on Big Data {(IEEE} BigData),
                  Los Angeles, CA, USA, December 9-12, 2019},
  pages        = {677--682},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/BigData47090.2019.9005518},
  doi          = {10.1109/BIGDATA47090.2019.9005518},
  timestamp    = {Tue, 18 Oct 2022 14:44:48 +0200},
  biburl       = {https://dblp.org/rec/conf/bigdataconf/WangXM019.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bracis/YafraniMDLS0O19,
  author       = {Mohamed El Yafrani and
                  Marcella Scoczynski Ribeiro Martins and
                  Myriam R. B. S. Delgado and
                  Ricardo L{\"{u}}ders and
                  Inkyung Sung and
                  Markus Wagner and
                  Diego Oliva},
  title        = {On Updating Probabilistic Graphical Models in Bayesian Optimisation
                  Algorithm},
  booktitle    = {8th Brazilian Conference on Intelligent Systems, {BRACIS} 2019, Salvador,
                  Brazil, October 15-18, 2019},
  pages        = {311--316},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/BRACIS.2019.00062},
  doi          = {10.1109/BRACIS.2019.00062},
  timestamp    = {Wed, 07 Dec 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/bracis/YafraniMDLS0O19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cdmake/SarantiTEH19,
  author       = {Anna Saranti and
                  Behnam Taraghi and
                  Martin Ebner and
                  Andreas Holzinger},
  editor       = {Andreas Holzinger and
                  Peter Kieseberg and
                  A Min Tjoa and
                  Edgar R. Weippl},
  title        = {Insights into Learning Competence Through Probabilistic Graphical
                  Models},
  booktitle    = {Machine Learning and Knowledge Extraction - Third {IFIP} {TC} 5, {TC}
                  12, {WG} 8.4, {WG} 8.9, {WG} 12.9 International Cross-Domain Conference,
                  {CD-MAKE} 2019, Canterbury, UK, August 26-29, 2019, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {11713},
  pages        = {250--271},
  publisher    = {Springer},
  year         = {2019},
  url          = {https://doi.org/10.1007/978-3-030-29726-8\_16},
  doi          = {10.1007/978-3-030-29726-8\_16},
  timestamp    = {Tue, 21 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/cdmake/SarantiTEH19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecsqaru/AlfaroRAG19,
  author       = {Juan Carlos Alfaro Jim{\'{e}}nez and
                  Enrique Gonz{\'{a}}lez Rodrigo and
                  Juan A. Aledo and
                  Jos{\'{e}} Antonio G{\'{a}}mez},
  editor       = {Gabriele Kern{-}Isberner and
                  Zoran Ognjanovic},
  title        = {A Probabilistic Graphical Model-Based Approach for the Label Ranking
                  Problem},
  booktitle    = {Symbolic and Quantitative Approaches to Reasoning with Uncertainty,
                  15th European Conference, {ECSQARU} 2019, Belgrade, Serbia, September
                  18-20, 2019, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {11726},
  pages        = {351--362},
  publisher    = {Springer},
  year         = {2019},
  url          = {https://doi.org/10.1007/978-3-030-29765-7\_29},
  doi          = {10.1007/978-3-030-29765-7\_29},
  timestamp    = {Wed, 15 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/ecsqaru/AlfaroRAG19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/fdg/GandhiH19,
  author       = {Sagar Gandhi and
                  Brent Harrison},
  editor       = {Sebastian Deterding and
                  Foaad Khosmood and
                  Johanna Pirker and
                  Thomas H. Apperley},
  title        = {Guided open story generation using probabilistic graphical models},
  booktitle    = {Proceedings of the 14th International Conference on the Foundations
                  of Digital Games, {FDG} 2019, San Luis Obispo, California, USA, August
                  26-30, 2019},
  pages        = {79:1--79:7},
  publisher    = {{ACM}},
  year         = {2019},
  url          = {https://doi.org/10.1145/3337722.3341871},
  doi          = {10.1145/3337722.3341871},
  timestamp    = {Tue, 20 Jul 2021 13:40:19 +0200},
  biburl       = {https://dblp.org/rec/conf/fdg/GandhiH19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gis/Sabek19,
  author       = {Ibrahim Sabek},
  editor       = {Farnoush Banaei Kashani and
                  Goce Trajcevski and
                  Ralf Hartmut G{\"{u}}ting and
                  Lars Kulik and
                  Shawn D. Newsam},
  title        = {Towards Scalable Spatial Probabilistic Graphical Modeling},
  booktitle    = {Proceedings of the 27th {ACM} {SIGSPATIAL} International Conference
                  on Advances in Geographic Information Systems, {SIGSPATIAL} 2019,
                  Chicago, IL, USA, November 5-8, 2019},
  pages        = {606--607},
  publisher    = {{ACM}},
  year         = {2019},
  url          = {https://doi.org/10.1145/3347146.3363461},
  doi          = {10.1145/3347146.3363461},
  timestamp    = {Thu, 14 Nov 2019 09:53:40 +0100},
  biburl       = {https://dblp.org/rec/conf/gis/Sabek19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icissp/SaaudiTF19,
  author       = {Ahmed Saaudi and
                  Yan Tong and
                  Csilla Farkas},
  editor       = {Paolo Mori and
                  Steven Furnell and
                  Olivier Camp},
  title        = {Probabilistic Graphical Model on Detecting Insiders: Modeling with
                  {SGD-HMM}},
  booktitle    = {Proceedings of the 5th International Conference on Information Systems
                  Security and Privacy, {ICISSP} 2019, Prague, Czech Republic, February
                  23-25, 2019},
  pages        = {461--470},
  publisher    = {SciTePress},
  year         = {2019},
  url          = {https://doi.org/10.5220/0007404004610470},
  doi          = {10.5220/0007404004610470},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icissp/SaaudiTF19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/AriasPLD19,
  author       = {Manuel Arias and
                  Jorge P{\'{e}}rez{-}Mart{\'{\i}}n and
                  Manuel Luque and
                  Francisco Javier D{\'{\i}}ez},
  editor       = {Sarit Kraus},
  title        = {OpenMarkov, an Open-Source Tool for Probabilistic Graphical Models},
  booktitle    = {Proceedings of the Twenty-Eighth International Joint Conference on
                  Artificial Intelligence, {IJCAI} 2019, Macao, China, August 10-16,
                  2019},
  pages        = {6485--6487},
  publisher    = {ijcai.org},
  year         = {2019},
  url          = {https://doi.org/10.24963/ijcai.2019/931},
  doi          = {10.24963/IJCAI.2019/931},
  timestamp    = {Mon, 22 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/ijcai/AriasPLD19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/indin/WunderlichH19,
  author       = {Paul Wunderlich and
                  Nemanja Hranisavljevic},
  title        = {Comparison of Different Probabilistic Graphical Models as Causal Models
                  in Alarm Flood Reduction},
  booktitle    = {17th {IEEE} International Conference on Industrial Informatics, {INDIN}
                  2019, Helsinki, Finland, July 22-25, 2019},
  pages        = {1285--1290},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/INDIN41052.2019.8972251},
  doi          = {10.1109/INDIN41052.2019.8972251},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/indin/WunderlichH19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ipmi/CraleyJV19,
  author       = {Jeff Craley and
                  Emily Johnson and
                  Archana Venkataraman},
  editor       = {Albert C. S. Chung and
                  James C. Gee and
                  Paul A. Yushkevich and
                  Siqi Bao},
  title        = {Integrating Convolutional Neural Networks and Probabilistic Graphical
                  Modeling for Epileptic Seizure Detection in Multichannel {EEG}},
  booktitle    = {Information Processing in Medical Imaging - 26th International Conference,
                  {IPMI} 2019, Hong Kong, China, June 2-7, 2019, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {11492},
  pages        = {291--303},
  publisher    = {Springer},
  year         = {2019},
  url          = {https://doi.org/10.1007/978-3-030-20351-1\_22},
  doi          = {10.1007/978-3-030-20351-1\_22},
  timestamp    = {Wed, 22 May 2019 11:15:35 +0200},
  biburl       = {https://dblp.org/rec/conf/ipmi/CraleyJV19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pakdd/DengNZ19,
  author       = {Xiaolong Deng and
                  Zixiang Nie and
                  Jiayu Zhai},
  editor       = {Leong Hou U and
                  Hady W. Lauw},
  title        = {Probabilistic Graphical Model Based Highly Scalable Directed Community
                  Detection Algorithm},
  booktitle    = {Trends and Applications in Knowledge Discovery and Data Mining - {PAKDD}
                  2019 Workshops, BDM, DLKT, LDRC, PAISI, WeL, Macau, China, April 14-17,
                  2019, Revised Selected Papers},
  series       = {Lecture Notes in Computer Science},
  volume       = {11607},
  pages        = {322--340},
  publisher    = {Springer},
  year         = {2019},
  url          = {https://doi.org/10.1007/978-3-030-26142-9\_28},
  doi          = {10.1007/978-3-030-26142-9\_28},
  timestamp    = {Fri, 20 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pakdd/DengNZ19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/saso/Wijayatunga19,
  author       = {Priyantha Wijayatunga},
  title        = {Probabilistic Graphical Models and Their Inferences (Tutorial)},
  booktitle    = {{IEEE} 4th International Workshops on Foundations and Applications
                  of Self* Systems, FAS*W@SASO/ICCAC 2019, Umea, Sweden, June 16-20,
                  2019},
  pages        = {251--252},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/FAS-W.2019.00067},
  doi          = {10.1109/FAS-W.2019.00067},
  timestamp    = {Wed, 16 Oct 2019 14:14:51 +0200},
  biburl       = {https://dblp.org/rec/conf/saso/Wijayatunga19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sensys/BejaranoKRSR19,
  author       = {Gissella Bejarano and
                  Adita Kulkarni and
                  Raushan Raushan and
                  Anand Seetharam and
                  Arti Ramesh},
  title        = {SWaP: Probabilistic Graphical and Deep Learning Models for Water Consumption
                  Prediction},
  booktitle    = {Proceedings of the 6th {ACM} International Conference on Systems for
                  Energy-Efficient Buildings, Cities, and Transportation, BuildSys 2019,
                  New York, NY, USA, November 13-14, 2019},
  pages        = {233--242},
  publisher    = {{ACM}},
  year         = {2019},
  url          = {https://doi.org/10.1145/3360322.3360846},
  doi          = {10.1145/3360322.3360846},
  timestamp    = {Thu, 07 Nov 2019 14:48:26 +0100},
  biburl       = {https://dblp.org/rec/conf/sensys/BejaranoKRSR19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ssci/SunB19,
  author       = {Xudong Sun and
                  Bernd Bischl},
  title        = {Tutorial and Survey on Probabilistic Graphical Model and Variational
                  Inference in Deep Reinforcement Learning},
  booktitle    = {{IEEE} Symposium Series on Computational Intelligence, {SSCI} 2019,
                  Xiamen, China, December 6-9, 2019},
  pages        = {110--119},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/SSCI44817.2019.9003114},
  doi          = {10.1109/SSCI44817.2019.9003114},
  timestamp    = {Wed, 26 Feb 2020 16:57:41 +0100},
  biburl       = {https://dblp.org/rec/conf/ssci/SunB19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/www/VuKP19,
  author       = {Binh Vu and
                  Craig A. Knoblock and
                  Jay Pujara},
  editor       = {Ling Liu and
                  Ryen W. White and
                  Amin Mantrach and
                  Fabrizio Silvestri and
                  Julian J. McAuley and
                  Ricardo Baeza{-}Yates and
                  Leila Zia},
  title        = {Learning Semantic Models of Data Sources Using Probabilistic Graphical
                  Models},
  booktitle    = {The World Wide Web Conference, {WWW} 2019, San Francisco, CA, USA,
                  May 13-17, 2019},
  pages        = {1944--1953},
  publisher    = {{ACM}},
  year         = {2019},
  url          = {https://doi.org/10.1145/3308558.3313711},
  doi          = {10.1145/3308558.3313711},
  timestamp    = {Sun, 22 Sep 2019 18:12:47 +0200},
  biburl       = {https://dblp.org/rec/conf/www/VuKP19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1902-00057,
  author       = {Yuesong Shen and
                  Tao Wu and
                  Csaba Domokos and
                  Daniel Cremers},
  title        = {Probabilistic Discriminative Learning with Layered Graphical Models},
  journal      = {CoRR},
  volume       = {abs/1902.00057},
  year         = {2019},
  url          = {http://arxiv.org/abs/1902.00057},
  eprinttype    = {arXiv},
  eprint       = {1902.00057},
  timestamp    = {Tue, 21 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1902-00057.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1902-05946,
  author       = {Mohamed El Yafrani and
                  Marcella S. R. Martins and
                  Myriam Regattieri de Biase da Silva Delgado and
                  Inkyung Sung and
                  Ricardo L{\"{u}}ders and
                  Markus Wagner},
  title        = {On resampling vs. adjusting probabilistic graphical models in estimation
                  of distribution algorithms},
  journal      = {CoRR},
  volume       = {abs/1902.05946},
  year         = {2019},
  url          = {http://arxiv.org/abs/1902.05946},
  eprinttype    = {arXiv},
  eprint       = {1902.05946},
  timestamp    = {Tue, 21 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1902-05946.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1903-08826,
  author       = {Phuong Cao},
  title        = {On Preempting Advanced Persistent Threats Using Probabilistic Graphical
                  Models},
  journal      = {CoRR},
  volume       = {abs/1903.08826},
  year         = {2019},
  url          = {http://arxiv.org/abs/1903.08826},
  eprinttype    = {arXiv},
  eprint       = {1903.08826},
  timestamp    = {Mon, 01 Apr 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1903-08826.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1905-00159,
  author       = {Yaroslav Koshka and
                  Mark A. Novotny},
  title        = {Towards Sampling from Nondirected Probabilistic Graphical models using
                  a D-Wave Quantum Annealer},
  journal      = {CoRR},
  volume       = {abs/1905.00159},
  year         = {2019},
  url          = {http://arxiv.org/abs/1905.00159},
  eprinttype    = {arXiv},
  eprint       = {1905.00159},
  timestamp    = {Thu, 07 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1905-00159.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1906-06991,
  author       = {Mirsad Cosovic and
                  Tijana Devaja and
                  Dragana Bajovic and
                  Juraj Machaj and
                  Graeme McCutcheon and
                  Vladimir Stankovic and
                  Lina Stankovic and
                  Dejan Vukobratovic},
  title        = {Distributed Intelligent Illumination Control in the Context of Probabilistic
                  Graphical Models},
  journal      = {CoRR},
  volume       = {abs/1906.06991},
  year         = {2019},
  url          = {http://arxiv.org/abs/1906.06991},
  eprinttype    = {arXiv},
  eprint       = {1906.06991},
  timestamp    = {Sat, 19 Nov 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1906-06991.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1908-09381,
  author       = {Xudong Sun and
                  Bernd Bischl},
  title        = {Tutorial and Survey on Probabilistic Graphical Model and Variational
                  Inference in Deep Reinforcement Learning},
  journal      = {CoRR},
  volume       = {abs/1908.09381},
  year         = {2019},
  url          = {http://arxiv.org/abs/1908.09381},
  eprinttype    = {arXiv},
  eprint       = {1908.09381},
  timestamp    = {Thu, 29 Aug 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1908-09381.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1910-06699,
  author       = {C{\'{e}}sar Roberto de Souza and
                  Adrien Gaidon and
                  Yohann Cabon and
                  Naila Murray and
                  Antonio Manuel L{\'{o}}pez Pe{\~{n}}a},
  title        = {Generating Human Action Videos by Coupling 3D Game Engines and Probabilistic
                  Graphical Models},
  journal      = {CoRR},
  volume       = {abs/1910.06699},
  year         = {2019},
  url          = {http://arxiv.org/abs/1910.06699},
  eprinttype    = {arXiv},
  eprint       = {1910.06699},
  timestamp    = {Wed, 16 Oct 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1910-06699.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/hal/Aragon18,
  author       = {Santiago Cortijo},
  title        = {Probabilistic graphical model-based security for {SCADA} critical
                  infrastructures. (S{\'{e}}curit{\'{e}} pour des infrastructures
                  critiques {SCADA} fond{\'{e}}e sur des mod{\`{e}}les graphiques
                  probabilistes)},
  school       = {Sorbonne University, France},
  year         = {2018},
  url          = {https://tel.archives-ouvertes.fr/tel-02612229},
  timestamp    = {Wed, 22 Jul 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/hal/Aragon18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/access/ZhangW18,
  author       = {Wei Zhang and
                  Shu{-}Lin Wang},
  title        = {Inference of Cancer Progression With Probabilistic Graphical Model
                  From Cross-Sectional Mutation Data},
  journal      = {{IEEE} Access},
  volume       = {6},
  pages        = {22889--22898},
  year         = {2018},
  url          = {https://doi.org/10.1109/ACCESS.2018.2827024},
  doi          = {10.1109/ACCESS.2018.2827024},
  timestamp    = {Sun, 02 Sep 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/access/ZhangW18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/apin/DingZ18,
  author       = {Fei Ding and
                  Yi Zhuang},
  title        = {Ego-network probabilistic graphical model for discovering on-line
                  communities},
  journal      = {Appl. Intell.},
  volume       = {48},
  number       = {9},
  pages        = {3038--3052},
  year         = {2018},
  url          = {https://doi.org/10.1007/s10489-018-1137-y},
  doi          = {10.1007/S10489-018-1137-Y},
  timestamp    = {Fri, 30 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/apin/DingZ18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/eaai/Herrera-VegaOIG18,
  author       = {Javier Herrera{-}Vega and
                  Felipe Orihuela{-}Espina and
                  Pablo H. Ibarg{\"{u}}engoytia and
                  Uriel A. Garc{\'{\i}}a and
                  Dan{-}El N. Vila Rosado and
                  Eduardo F. Morales and
                  Luis Enrique Sucar},
  title        = {A local multiscale probabilistic graphical model for data validation
                  and reconstruction, and its application in industry},
  journal      = {Eng. Appl. Artif. Intell.},
  volume       = {70},
  pages        = {1--15},
  year         = {2018},
  url          = {https://doi.org/10.1016/j.engappai.2018.01.001},
  doi          = {10.1016/J.ENGAPPAI.2018.01.001},
  timestamp    = {Mon, 19 Apr 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/eaai/Herrera-VegaOIG18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/isci/AlJaddaKOGMRKPY18,
  author       = {Khalifeh AlJadda and
                  Mohammed Korayem and
                  Camilo Ortiz and
                  Trey Grainger and
                  John A. Miller and
                  Khaled Rasheed and
                  Krys J. Kochut and
                  Hao Peng and
                  William S. York and
                  Ren{\'{e}} Ranzinger and
                  Melody P. Porterfield},
  title        = {Mining massive hierarchical data using a scalable probabilistic graphical
                  model},
  journal      = {Inf. Sci.},
  volume       = {425},
  pages        = {62--75},
  year         = {2018},
  url          = {https://doi.org/10.1016/j.ins.2017.10.014},
  doi          = {10.1016/J.INS.2017.10.014},
  timestamp    = {Thu, 11 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/isci/AlJaddaKOGMRKPY18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcphy/LeeZ18,
  author       = {Wonjung Lee and
                  Nicholas Zabaras},
  title        = {Parallel probabilistic graphical model approach for nonparametric
                  Bayesian inference},
  journal      = {J. Comput. Phys.},
  volume       = {372},
  pages        = {546--563},
  year         = {2018},
  url          = {https://doi.org/10.1016/j.jcp.2018.06.057},
  doi          = {10.1016/J.JCP.2018.06.057},
  timestamp    = {Wed, 19 Feb 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jcphy/LeeZ18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jsjkx/LiuW18,
  author       = {Xiao Liu and
                  Xiaoguo Wang},
  title        = {{\unicode{22522}}{\unicode{20110}}{\unicode{27010}}{\unicode{29575}}{\unicode{22270}}{\unicode{30340}}{\unicode{38134}}{\unicode{34892}}{\unicode{30005}}{\unicode{20449}}{\unicode{35784}}{\unicode{39575}}{\unicode{26816}}{\unicode{27979}}{\unicode{26041}}{\unicode{27861}}
                  (Probabilistic Graphical Model Based Approach for Bank Telecommunication
                  Fraud Detection)},
  journal      = {{\unicode{35745}}{\unicode{31639}}{\unicode{26426}}{\unicode{31185}}{\unicode{23398}}},
  volume       = {45},
  number       = {7},
  pages        = {122--128},
  year         = {2018},
  url          = {https://doi.org/10.11896/j.issn.1002-137X.2018.07.020},
  doi          = {10.11896/J.ISSN.1002-137X.2018.07.020},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jsjkx/LiuW18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/mlc/WongXLW18,
  author       = {Tak{-}Lam Wong and
                  Haoran Xie and
                  Wai Lam and
                  Fu Lee Wang},
  title        = {A learning framework for information block search based on probabilistic
                  graphical models and Fisher Kernel},
  journal      = {Int. J. Mach. Learn. Cybern.},
  volume       = {9},
  number       = {9},
  pages        = {1473--1487},
  year         = {2018},
  url          = {https://doi.org/10.1007/s13042-017-0657-9},
  doi          = {10.1007/S13042-017-0657-9},
  timestamp    = {Tue, 25 Aug 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/mlc/WongXLW18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/npl/BonginiFLT18,
  author       = {Marco Bongini and
                  Antonino Freno and
                  Vincenzo Laveglia and
                  Edmondo Trentin},
  title        = {Dynamic Hybrid Random Fields for the Probabilistic Graphical Modeling
                  of Sequential Data: Definitions, Algorithms, and an Application to
                  Bioinformatics},
  journal      = {Neural Process. Lett.},
  volume       = {48},
  number       = {2},
  pages        = {733--768},
  year         = {2018},
  url          = {https://doi.org/10.1007/s11063-017-9730-3},
  doi          = {10.1007/S11063-017-9730-3},
  timestamp    = {Thu, 09 Jul 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/npl/BonginiFLT18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/remotesensing/NovackS18,
  author       = {Tessio Novack and
                  Uwe Stilla},
  title        = {Classifying the Built-Up Structure of Urban Blocks with Probabilistic
                  Graphical Models and TerraSAR-X Spotlight Imagery},
  journal      = {Remote. Sens.},
  volume       = {10},
  number       = {6},
  pages        = {842},
  year         = {2018},
  url          = {https://doi.org/10.3390/rs10060842},
  doi          = {10.3390/RS10060842},
  timestamp    = {Mon, 11 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/remotesensing/NovackS18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/siamdm/MohammadiUWY18,
  author       = {Fatemeh Mohammadi and
                  Caroline Uhler and
                  Charles Wang and
                  Josephine Yu},
  title        = {Generalized Permutohedra from Probabilistic Graphical Models},
  journal      = {{SIAM} J. Discret. Math.},
  volume       = {32},
  number       = {1},
  pages        = {64--93},
  year         = {2018},
  url          = {https://doi.org/10.1137/16M107894X},
  doi          = {10.1137/16M107894X},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/siamdm/MohammadiUWY18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/spm/ArnabZJRLKSRKT18,
  author       = {Anurag Arnab and
                  Shuai Zheng and
                  Sadeep Jayasumana and
                  Bernardino Romera{-}Paredes and
                  M{\aa}ns Larsson and
                  Alexander Kirillov and
                  Bogdan Savchynskyy and
                  Carsten Rother and
                  Fredrik Kahl and
                  Philip H. S. Torr},
  title        = {Conditional Random Fields Meet Deep Neural Networks for Semantic Segmentation:
                  Combining Probabilistic Graphical Models with Deep Learning for Structured
                  Prediction},
  journal      = {{IEEE} Signal Process. Mag.},
  volume       = {35},
  number       = {1},
  pages        = {37--52},
  year         = {2018},
  url          = {https://doi.org/10.1109/MSP.2017.2762355},
  doi          = {10.1109/MSP.2017.2762355},
  timestamp    = {Thu, 25 Jan 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/spm/ArnabZJRLKSRKT18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cinc/Coll-FontWB18,
  author       = {Jaume Coll{-}Font and
                  Linwei Wang and
                  Dana H. Brooks},
  title        = {A Common-Ground Review of the Potential for Machine Learning Approaches
                  in Electrocardiographic Imaging Based on Probabilistic Graphical Models},
  booktitle    = {Computing in Cardiology, CinC 2018, Maastricht, The Netherlands, September
                  23-26, 2018},
  pages        = {1--4},
  publisher    = {www.cinc.org},
  year         = {2018},
  url          = {http://www.cinc.org/archives/2018/pdf/CinC2018-348.pdf},
  doi          = {10.22489/CINC.2018.348},
  timestamp    = {Sat, 30 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/cinc/Coll-FontWB18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/edutainment/GaoXZ18,
  author       = {Zhenguo Gao and
                  Shixiong Xia and
                  Jiaqi Zhao},
  editor       = {Abdennour El Rhalibi and
                  Zhigeng Pan and
                  Haiyan Jin and
                  Dandan Ding and
                  Andr{\'{e}}s Adolfo Navarro Newball and
                  Yinghui Wang},
  title        = {Texture Image Segmentation Based on Stationary Directionlet Domain
                  Probabilistic Graphical Model},
  booktitle    = {E-Learning and Games - 12th International Conference, Edutainment
                  2018, Xi'an, China, June 28-30, 2018, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {11462},
  pages        = {398--405},
  publisher    = {Springer},
  year         = {2018},
  url          = {https://doi.org/10.1007/978-3-030-23712-7\_55},
  doi          = {10.1007/978-3-030-23712-7\_55},
  timestamp    = {Thu, 11 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/edutainment/GaoXZ18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccS/RamazzottiNAG18,
  author       = {Daniele Ramazzotti and
                  Marco S. Nobile and
                  Marco Antoniotti and
                  Alex Graudenzi},
  editor       = {Yong Shi and
                  Haohuan Fu and
                  Yingjie Tian and
                  Valeria V. Krzhizhanovskaya and
                  Michael Harold Lees and
                  Jack J. Dongarra and
                  Peter M. A. Sloot},
  title        = {Structural Learning of Probabilistic Graphical Models of Cumulative
                  Phenomena},
  booktitle    = {Computational Science - {ICCS} 2018 - 18th International Conference,
                  Wuxi, China, June 11-13, 2018, Proceedings, Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {10860},
  pages        = {678--693},
  publisher    = {Springer},
  year         = {2018},
  url          = {https://doi.org/10.1007/978-3-319-93698-7\_52},
  doi          = {10.1007/978-3-319-93698-7\_52},
  timestamp    = {Mon, 08 May 2023 14:38:37 +0200},
  biburl       = {https://dblp.org/rec/conf/iccS/RamazzottiNAG18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/SilvadA18,
  author       = {Carla Silva and
                  Pedro M. d'Orey and
                  Ana Aguiar},
  editor       = {Hanghang Tong and
                  Zhenhui Jessie Li and
                  Feida Zhu and
                  Jeffrey Yu},
  title        = {Interpreting Traffic Congestion Using Fundamental Diagrams and Probabilistic
                  Graphical Modeling},
  booktitle    = {2018 {IEEE} International Conference on Data Mining Workshops, {ICDM}
                  Workshops, Singapore, Singapore, November 17-20, 2018},
  pages        = {580--587},
  publisher    = {{IEEE}},
  year         = {2018},
  url          = {https://doi.org/10.1109/ICDMW.2018.00090},
  doi          = {10.1109/ICDMW.2018.00090},
  timestamp    = {Mon, 31 Jan 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icdm/SilvadA18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/YoonLXZFUZP18,
  author       = {KiJung Yoon and
                  Renjie Liao and
                  Yuwen Xiong and
                  Lisa Zhang and
                  Ethan Fetaya and
                  Raquel Urtasun and
                  Richard S. Zemel and
                  Xaq Pitkow},
  title        = {Inference in probabilistic graphical models by Graph Neural Networks},
  booktitle    = {6th International Conference on Learning Representations, {ICLR} 2018,
                  Vancouver, BC, Canada, April 30 - May 3, 2018, Workshop Track Proceedings},
  publisher    = {OpenReview.net},
  year         = {2018},
  url          = {https://openreview.net/forum?id=rkN1pF1vz},
  timestamp    = {Thu, 04 Apr 2019 13:20:09 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/YoonLXZFUZP18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icmv/ZhuLC18,
  author       = {Liting Zhu and
                  Jingyi Liu and
                  Jinbo Chen},
  editor       = {Antanas Verikas and
                  Dmitry P. Nikolaev and
                  Petia Radeva and
                  Jianhong Zhou},
  title        = {Detection of sea surface obstacle based on super-pixel probabilistic
                  graphical model and sea-sky-line},
  booktitle    = {Eleventh International Conference on Machine Vision, {ICMV} 2018,
                  Munich, Germany, 1-3 November 2018},
  series       = {{SPIE} Proceedings},
  volume       = {11041},
  pages        = {110411X},
  publisher    = {{SPIE}},
  year         = {2018},
  url          = {https://doi.org/10.1117/12.2522672},
  doi          = {10.1117/12.2522672},
  timestamp    = {Fri, 30 Oct 2020 14:52:57 +0100},
  biburl       = {https://dblp.org/rec/conf/icmv/ZhuLC18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iconip/ZengTZGX18,
  author       = {Weixin Zeng and
                  Jiuyang Tang and
                  Xiang Zhao and
                  Bin Ge and
                  Weidong Xiao},
  editor       = {Long Cheng and
                  Andrew Chi{-}Sing Leung and
                  Seiichi Ozawa},
  title        = {Named Entity Disambiguation via Probabilistic Graphical Model with
                  Embedding Features},
  booktitle    = {Neural Information Processing - 25th International Conference, {ICONIP}
                  2018, Siem Reap, Cambodia, December 13-16, 2018, Proceedings, Part
                  {III}},
  series       = {Lecture Notes in Computer Science},
  volume       = {11303},
  pages        = {16--27},
  publisher    = {Springer},
  year         = {2018},
  url          = {https://doi.org/10.1007/978-3-030-04182-3\_2},
  doi          = {10.1007/978-3-030-04182-3\_2},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iconip/ZengTZGX18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ieaaie/ButzSOS18,
  author       = {Cory J. Butz and
                  Andr{\'{e}} E. dos Santos and
                  Jhonatan de S. Oliveira and
                  John Stavrinides},
  editor       = {Malek Mouhoub and
                  Samira Sadaoui and
                  Otmane A{\"{\i}}t Mohamed and
                  Moonis Ali},
  title        = {Efficient Examination of Soil Bacteria Using Probabilistic Graphical
                  Models},
  booktitle    = {Recent Trends and Future Technology in Applied Intelligence - 31st
                  International Conference on Industrial Engineering and Other Applications
                  of Applied Intelligent Systems, {IEA/AIE} 2018, Montreal, QC, Canada,
                  June 25-28, 2018, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {10868},
  pages        = {315--326},
  publisher    = {Springer},
  year         = {2018},
  url          = {https://doi.org/10.1007/978-3-319-92058-0\_30},
  doi          = {10.1007/978-3-319-92058-0\_30},
  timestamp    = {Tue, 14 May 2019 10:00:37 +0200},
  biburl       = {https://dblp.org/rec/conf/ieaaie/ButzSOS18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ipmu/CabanasCGMM18,
  author       = {Rafael Caba{\~{n}}as and
                  Andr{\'{e}}s Cano and
                  Manuel G{\'{o}}mez{-}Olmedo and
                  Andr{\'{e}}s R. Masegosa and
                  Seraf{\'{\i}}n Moral},
  editor       = {Jes{\'{u}}s Medina and
                  Manuel Ojeda{-}Aciego and
                  Jos{\'{e}} Luis Verdegay Galdeano and
                  Irina Perfilieva and
                  Bernadette Bouchon{-}Meunier and
                  Ronald R. Yager},
  title        = {Virtual Subconcept Drift Detection in Discrete Data Using Probabilistic
                  Graphical Models},
  booktitle    = {Information Processing and Management of Uncertainty in Knowledge-Based
                  Systems. Applications - 17th International Conference, {IPMU} 2018,
                  C{\'{a}}diz, Spain, June 11-15, 2018, Proceedings, Part {III}},
  series       = {Communications in Computer and Information Science},
  volume       = {855},
  pages        = {616--628},
  publisher    = {Springer},
  year         = {2018},
  url          = {https://doi.org/10.1007/978-3-319-91479-4\_51},
  doi          = {10.1007/978-3-319-91479-4\_51},
  timestamp    = {Fri, 03 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/ipmu/CabanasCGMM18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ldav/LessleyPHCCB18,
  author       = {Brenton Lessley and
                  Talita Perciano and
                  Colleen Heinemann and
                  David Camp and
                  Hank Childs and
                  E. Wes Bethel},
  title        = {{DPP-PMRF:} Rethinking Optimization for a Probabilistic Graphical
                  Model Using Data-Parallel Primitives},
  booktitle    = {8th {IEEE} Symposium on Large Data Analysis and Visualization, {LDAV}
                  2018, Berlin, Germany, October 21, 2018},
  pages        = {34--44},
  publisher    = {{IEEE}},
  year         = {2018},
  url          = {https://doi.org/10.1109/LDAV.2018.8739239},
  doi          = {10.1109/LDAV.2018.8739239},
  timestamp    = {Wed, 16 Oct 2019 14:14:53 +0200},
  biburl       = {https://dblp.org/rec/conf/ldav/LessleyPHCCB18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pakdd/ZhaoWYH18,
  author       = {Chen Zhao and
                  Kohei Watanabe and
                  Bin Yang and
                  Yu Hirate},
  editor       = {Dinh Q. Phung and
                  Vincent S. Tseng and
                  Geoffrey I. Webb and
                  Bao Ho and
                  Mohadeseh Ganji and
                  Lida Rashidi},
  title        = {Fast Converging Multi-armed Bandit Optimization Using Probabilistic
                  Graphical Model},
  booktitle    = {Advances in Knowledge Discovery and Data Mining - 22nd Pacific-Asia
                  Conference, {PAKDD} 2018, Melbourne, VIC, Australia, June 3-6, 2018,
                  Proceedings, Part {II}},
  series       = {Lecture Notes in Computer Science},
  volume       = {10938},
  pages        = {115--127},
  publisher    = {Springer},
  year         = {2018},
  url          = {https://doi.org/10.1007/978-3-319-93037-4\_10},
  doi          = {10.1007/978-3-319-93037-4\_10},
  timestamp    = {Tue, 14 May 2019 10:00:51 +0200},
  biburl       = {https://dblp.org/rec/conf/pakdd/ZhaoWYH18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/KratochvilS18,
  author       = {V{\'{a}}clav Kratochv{\'{\i}}l and
                  Milan Studen{\'{y}}},
  editor       = {Milan Studen{\'{y}} and
                  V{\'{a}}clav Kratochv{\'{\i}}l},
  title        = {Proceedings of the 9th International Conference on Probabilistic Graphical
                  Models},
  booktitle    = {International Conference on Probabilistic Graphical Models, {PGM}
                  2018, 11-14 September 2018, Prague, Czech Republic},
  series       = {Proceedings of Machine Learning Research},
  volume       = {72},
  pages        = {i--iv},
  publisher    = {{PMLR}},
  year         = {2018},
  url          = {http://proceedings.mlr.press/v72/kratochvil18a.html},
  timestamp    = {Wed, 03 Apr 2019 18:17:22 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/KratochvilS18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/Perez0L18,
  author       = {Aritz P{\'{e}}rez and
                  Christian Blum and
                  Jos{\'{e}} Antonio Lozano},
  editor       = {Milan Studen{\'{y}} and
                  V{\'{a}}clav Kratochv{\'{\i}}l},
  title        = {Approximating the maximum weighted decomposable graph problem with
                  applications to probabilistic graphical models},
  booktitle    = {International Conference on Probabilistic Graphical Models, {PGM}
                  2018, 11-14 September 2018, Prague, Czech Republic},
  series       = {Proceedings of Machine Learning Research},
  volume       = {72},
  pages        = {320--331},
  publisher    = {{PMLR}},
  year         = {2018},
  url          = {http://proceedings.mlr.press/v72/perez18a.html},
  timestamp    = {Wed, 28 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/Perez0L18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/smc/NguyenTH18,
  author       = {Thanh{-}Phat Nguyen and
                  Vu{-}Hoang Tran and
                  Ching{-}Chun Huang},
  title        = {Lane Detection and Tracking Based on Fully Convolutional Networks
                  and Probabilistic Graphical Models},
  booktitle    = {{IEEE} International Conference on Systems, Man, and Cybernetics,
                  {SMC} 2018, Miyazaki, Japan, October 7-10, 2018},
  pages        = {1282--1287},
  publisher    = {{IEEE}},
  year         = {2018},
  url          = {https://doi.org/10.1109/SMC.2018.00224},
  doi          = {10.1109/SMC.2018.00224},
  timestamp    = {Wed, 16 Oct 2019 14:14:51 +0200},
  biburl       = {https://dblp.org/rec/conf/smc/NguyenTH18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/MadanAMS18,
  author       = {Gagan Madan and
                  Ankit Anand and
                  Mausam and
                  Parag Singla},
  editor       = {Amir Globerson and
                  Ricardo Silva},
  title        = {Block-Value Symmetries in Probabilistic Graphical Models},
  booktitle    = {Proceedings of the Thirty-Fourth Conference on Uncertainty in Artificial
                  Intelligence, {UAI} 2018, Monterey, California, USA, August 6-10,
                  2018},
  pages        = {886--895},
  publisher    = {{AUAI} Press},
  year         = {2018},
  url          = {http://auai.org/uai2018/proceedings/papers/317.pdf},
  timestamp    = {Wed, 09 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/uai/MadanAMS18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/whispers/DvoraRA18,
  author       = {Assaf Dvora and
                  Stanley R. Rotman and
                  Mayer E. Aladjem},
  title        = {Hyperspectral Target Detection Using Tree-Structured Probabilistic
                  Graphical Model and Semi-Parametric Density Estimation},
  booktitle    = {9th Workshop on Hyperspectral Image and Signal Processing: Evolution
                  in Remote Sensing, {WHISPERS} 2018, Amsterdam, The Netherlands, September
                  23-26, 2018},
  pages        = {1--5},
  publisher    = {{IEEE}},
  year         = {2018},
  url          = {https://doi.org/10.1109/WHISPERS.2018.8747201},
  doi          = {10.1109/WHISPERS.2018.8747201},
  timestamp    = {Tue, 26 Dec 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/whispers/DvoraRA18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/pgm/2018,
  editor       = {Milan Studen{\'{y}} and
                  V{\'{a}}clav Kratochv{\'{\i}}l},
  title        = {International Conference on Probabilistic Graphical Models, {PGM}
                  2018, 11-14 September 2018, Prague, Czech Republic},
  series       = {Proceedings of Machine Learning Research},
  volume       = {72},
  publisher    = {{PMLR}},
  year         = {2018},
  url          = {http://proceedings.mlr.press/v72/},
  timestamp    = {Wed, 03 Apr 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/2018.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:reference/snam/Srihari18,
  author       = {Sargur N. Srihari},
  editor       = {Reda Alhajj and
                  Jon G. Rokne},
  title        = {Probabilistic Graphical Models},
  booktitle    = {Encyclopedia of Social Network Analysis and Mining, 2nd Edition},
  publisher    = {Springer},
  year         = {2018},
  url          = {https://doi.org/10.1007/978-1-4939-7131-2\_156},
  doi          = {10.1007/978-1-4939-7131-2\_156},
  timestamp    = {Wed, 04 May 2022 13:01:02 +0200},
  biburl       = {https://dblp.org/rec/reference/snam/Srihari18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1803-07710,
  author       = {KiJung Yoon and
                  Renjie Liao and
                  Yuwen Xiong and
                  Lisa Zhang and
                  Ethan Fetaya and
                  Raquel Urtasun and
                  Richard S. Zemel and
                  Xaq Pitkow},
  title        = {Inference in Probabilistic Graphical Models by Graph Neural Networks},
  journal      = {CoRR},
  volume       = {abs/1803.07710},
  year         = {2018},
  url          = {http://arxiv.org/abs/1803.07710},
  eprinttype    = {arXiv},
  eprint       = {1803.07710},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1803-07710.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1807-00643,
  author       = {Gagan Madan and
                  Ankit Anand and
                  Mausam and
                  Parag Singla},
  title        = {Block-Value Symmetries in Probabilistic Graphical Models},
  journal      = {CoRR},
  volume       = {abs/1807.00643},
  year         = {2018},
  url          = {http://arxiv.org/abs/1807.00643},
  eprinttype    = {arXiv},
  eprint       = {1807.00643},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1807-00643.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1809-05018,
  author       = {Brenton Lessley and
                  Talita Perciano and
                  Colleen Heinemann and
                  David Camp and
                  Hank Childs and
                  E. Wes Bethel},
  title        = {{DPP-PMRF:} Rethinking Optimization for a Probabilistic Graphical
                  Model Using Data-Parallel Primitives},
  journal      = {CoRR},
  volume       = {abs/1809.05018},
  year         = {2018},
  url          = {http://arxiv.org/abs/1809.05018},
  eprinttype    = {arXiv},
  eprint       = {1809.05018},
  timestamp    = {Fri, 05 Oct 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1809-05018.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1811-08372,
  author       = {Mohammad Ali Javidian and
                  Linyuan Lu and
                  Marco Valtorta and
                  Zhiyu Wang},
  title        = {On a hypergraph probabilistic graphical model},
  journal      = {CoRR},
  volume       = {abs/1811.08372},
  year         = {2018},
  url          = {http://arxiv.org/abs/1811.08372},
  eprinttype    = {arXiv},
  eprint       = {1811.08372},
  timestamp    = {Mon, 26 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1811-08372.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1811-11618,
  author       = {Eric Benhamou},
  title        = {Kalman filter demystified: from intuition to probabilistic graphical
                  model to real case in financial markets},
  journal      = {CoRR},
  volume       = {abs/1811.11618},
  year         = {2018},
  url          = {http://arxiv.org/abs/1811.11618},
  eprinttype    = {arXiv},
  eprint       = {1811.11618},
  timestamp    = {Fri, 30 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1811-11618.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/basesearch/Liu17t,
  author       = {Yu Liu},
  title        = {Latent topic mining in social media with probabilistic graphical model},
  school       = {University of Hong Kong, Pokfulam, Hong Kong},
  year         = {2017},
  url          = {http://hdl.handle.net/10722/250737},
  timestamp    = {Tue, 08 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/basesearch/Liu17t.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/basesearch/Rios17,
  author       = {Felix Leopoldo Rios},
  title        = {Bayesian inference in probabilistic graphical models},
  school       = {Royal Institute of Technology, Stockholm, Sweden},
  year         = {2017},
  url          = {https://nbn-resolving.org/urn:nbn:se:kth:diva-214542},
  urn          = {urn:nbn:se:kth:diva-214542},
  timestamp    = {Wed, 12 Feb 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/phd/basesearch/Rios17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/basesearch/Ye17,
  author       = {Pengjie Ye},
  title        = {A Probabilistic Graphical Model for Structured Prediction over Heterogeneous
                  Data},
  school       = {University of New South Wales, Sydney, Australia},
  year         = {2017},
  url          = {http://handle.unsw.edu.au/1959.4/58645},
  timestamp    = {Thu, 15 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/phd/basesearch/Ye17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/dnb/Mukherjee17,
  author       = {Subhabrata Mukherjee},
  title        = {Probabilistic graphical models for credibility analysis in evolving
                  online communities},
  school       = {Saarland University, Saarbr{\"{u}}cken, Germany},
  year         = {2017},
  url          = {http://scidok.sulb.uni-saarland.de/volltexte/2017/6926/},
  urn          = {urn:nbn:de:bsz:291-scidok-69269},
  timestamp    = {Sat, 17 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/dnb/Mukherjee17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/dnb/Trajkovska17,
  author       = {Vera Trajkovska},
  title        = {Learning probabilistic graphical models for image segmentation},
  school       = {University of Heidelberg, Germany},
  year         = {2017},
  url          = {http://www.ub.uni-heidelberg.de/archiv/23778},
  urn          = {urn:nbn:de:bsz:16-heidok-237782},
  timestamp    = {Sat, 17 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/dnb/Trajkovska17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/ethos/Fabris17,
  author       = {Fabio Fabris},
  title        = {New probabilistic graphical models and meta-learning approaches for
                  hierarchical classification, with applications in bioinformatics and
                  ageing},
  school       = {University of Kent, Canterbury, {UK}},
  year         = {2017},
  url          = {https://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.724263},
  timestamp    = {Tue, 05 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/ethos/Fabris17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/hal/Gasse17,
  author       = {Maxime Gasse},
  title        = {Probabilistic Graphical Model Structure Learning: Application to Multi-Label
                  Classification. (Apprentissage de Structure de Mod{\`{e}}les Graphiques
                  Probabilistes: Application {\`{a}} la Classification Multi-Label)},
  school       = {Claude Bernard University Lyon 1},
  year         = {2017},
  url          = {https://tel.archives-ouvertes.fr/tel-01442613},
  timestamp    = {Tue, 21 Jul 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/hal/Gasse17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/IbrahimPP17,
  author       = {Mohamed Hamza Ibrahim and
                  Christopher Joseph Pal and
                  Gilles Pesant},
  title        = {Improving probabilistic inference in graphical models with determinism
                  and cycles},
  journal      = {Mach. Learn.},
  volume       = {106},
  number       = {1},
  pages        = {1--54},
  year         = {2017},
  url          = {https://doi.org/10.1007/s10994-016-5585-5},
  doi          = {10.1007/S10994-016-5585-5},
  timestamp    = {Sat, 09 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ml/IbrahimPP17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ploscb/KuhneMSCZ17,
  author       = {Andreas K{\"{u}}hne and
                  Urs Mayr and
                  Daniel C. S{\'{e}}vin and
                  Manfred Claassen and
                  Nicola Zamboni},
  title        = {Metabolic network segmentation: {A} probabilistic graphical modeling
                  approach to identify the sites and sequential order of metabolic regulation
                  from non-targeted metabolomics data},
  journal      = {PLoS Comput. Biol.},
  volume       = {13},
  number       = {6},
  year         = {2017},
  url          = {https://doi.org/10.1371/journal.pcbi.1005577},
  doi          = {10.1371/JOURNAL.PCBI.1005577},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ploscb/KuhneMSCZ17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ploscb/MezliniG17,
  author       = {Aziz M. Mezlini and
                  Anna Goldenberg},
  title        = {Incorporating networks in a probabilistic graphical model to find
                  drivers for complex human diseases},
  journal      = {PLoS Comput. Biol.},
  volume       = {13},
  number       = {10},
  year         = {2017},
  url          = {https://doi.org/10.1371/journal.pcbi.1005580},
  doi          = {10.1371/JOURNAL.PCBI.1005580},
  timestamp    = {Fri, 09 Apr 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ploscb/MezliniG17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ress/WeberP17,
  author       = {Philippe Weber and
                  Luigi Portinale},
  title        = {Special section on "Applications of probabilistic graphical models
                  in dependability, diagnosis and prognosis"},
  journal      = {Reliab. Eng. Syst. Saf.},
  volume       = {167},
  pages        = {613--615},
  year         = {2017},
  url          = {https://doi.org/10.1016/j.ress.2017.04.017},
  doi          = {10.1016/J.RESS.2017.04.017},
  timestamp    = {Tue, 25 Feb 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ress/WeberP17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/vldb/LiZWGDD17,
  author       = {Kun Li and
                  Xiaofeng Zhou and
                  Daisy Zhe Wang and
                  Christan Earl Grant and
                  Alin Dobra and
                  Christopher Dudley},
  title        = {In-database batch and query-time inference over probabilistic graphical
                  models using {UDA-GIST}},
  journal      = {{VLDB} J.},
  volume       = {26},
  number       = {2},
  pages        = {177--201},
  year         = {2017},
  url          = {https://doi.org/10.1007/s00778-016-0446-1},
  doi          = {10.1007/S00778-016-0446-1},
  timestamp    = {Mon, 03 Jan 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/vldb/LiZWGDD17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/CornelioS17,
  author       = {Cristina Cornelio and
                  Vijay A. Saraswat},
  title        = {Expressing Probabilistic Graphical Models in {RCC}},
  booktitle    = {The Workshops of the The Thirty-First {AAAI} Conference on Artificial
                  Intelligence, Saturday, February 4-9, 2017, San Francisco, California,
                  {USA}},
  series       = {{AAAI} Technical Report},
  volume       = {{WS-17}},
  publisher    = {{AAAI} Press},
  year         = {2017},
  url          = {http://aaai.org/ocs/index.php/WS/AAAIW17/paper/view/15218},
  timestamp    = {Mon, 04 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aaai/CornelioS17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bigdataconf/UlanovMKDZL17,
  author       = {Alexander Ulanov and
                  Manish Marwah and
                  Mijung Kim and
                  Roshan Dathathri and
                  Carlos Zubieta and
                  Jun Li},
  editor       = {Jian{-}Yun Nie and
                  Zoran Obradovic and
                  Toyotaro Suzumura and
                  Rumi Ghosh and
                  Raghunath Nambiar and
                  Chonggang Wang and
                  Hui Zang and
                  Ricardo Baeza{-}Yates and
                  Xiaohua Hu and
                  Jeremy Kepner and
                  Alfredo Cuzzocrea and
                  Jian Tang and
                  Masashi Toyoda},
  title        = {Sandpiper: Scaling probabilistic inferencing to large scale graphical
                  models},
  booktitle    = {2017 {IEEE} International Conference on Big Data {(IEEE} BigData 2017),
                  Boston, MA, USA, December 11-14, 2017},
  pages        = {383--388},
  publisher    = {{IEEE} Computer Society},
  year         = {2017},
  url          = {https://doi.org/10.1109/BigData.2017.8257949},
  doi          = {10.1109/BIGDATA.2017.8257949},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/bigdataconf/UlanovMKDZL17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bigdataservice/WangGL17,
  author       = {Li{-}e Wang and
                  Yameng Guo and
                  Xianxian Li},
  title        = {Transparent Link: {A} Framework of Anonymizing MSA-Dataset Based on
                  Probabilistic Graphical Model},
  booktitle    = {Third {IEEE} International Conference on Big Data Computing Service
                  and Applications, BigDataService 2017, Redwood City, CA, USA, April
                  6-9, 2017},
  pages        = {204--209},
  publisher    = {{IEEE} Computer Society},
  year         = {2017},
  url          = {https://doi.org/10.1109/BigDataService.2017.13},
  doi          = {10.1109/BIGDATASERVICE.2017.13},
  timestamp    = {Wed, 17 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/bigdataservice/WangGL17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ccwc/Sekharan17,
  author       = {Chandra N. Sekharan},
  title        = {A probabilistic graphical model for learning as search},
  booktitle    = {{IEEE} 7th Annual Computing and Communication Workshop and Conference,
                  {CCWC} 2017, Las Vegas, NV, USA, January 9-11, 2017},
  pages        = {1--4},
  publisher    = {{IEEE}},
  year         = {2017},
  url          = {https://doi.org/10.1109/CCWC.2017.7868379},
  doi          = {10.1109/CCWC.2017.7868379},
  timestamp    = {Sun, 08 Aug 2021 01:40:48 +0200},
  biburl       = {https://dblp.org/rec/conf/ccwc/Sekharan17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dcc/FangW17,
  author       = {Meiyuan Fang and
                  Jiangtao Wen},
  editor       = {Ali Bilgin and
                  Michael W. Marcellin and
                  Joan Serra{-}Sagrist{\`{a}} and
                  James A. Storer},
  title        = {Probabilistic Graphical Model Based Fast {HEVC} Inter Prediction},
  booktitle    = {2017 Data Compression Conference, {DCC} 2017, Snowbird, UT, USA, April
                  4-7, 2017},
  pages        = {439},
  publisher    = {{IEEE}},
  year         = {2017},
  url          = {https://doi.org/10.1109/DCC.2017.94},
  doi          = {10.1109/DCC.2017.94},
  timestamp    = {Wed, 16 Oct 2019 14:14:57 +0200},
  biburl       = {https://dblp.org/rec/conf/dcc/FangW17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ibpria/JarrayaTL17,
  author       = {Hana Jarraya and
                  Oriol Ramos Terrades and
                  Josep Llad{\'{o}}s},
  editor       = {Lu{\'{\i}}s A. Alexandre and
                  Jos{\'{e}} Salvador S{\'{a}}nchez and
                  Jo{\~{a}}o M. F. Rodrigues},
  title        = {Graph Embedding Through Probabilistic Graphical Model Applied to Symbolic
                  Graphs},
  booktitle    = {Pattern Recognition and Image Analysis - 8th Iberian Conference, IbPRIA
                  2017, Faro, Portugal, June 20-23, 2017, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {10255},
  pages        = {392--399},
  publisher    = {Springer},
  year         = {2017},
  url          = {https://doi.org/10.1007/978-3-319-58838-4\_43},
  doi          = {10.1007/978-3-319-58838-4\_43},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/ibpria/JarrayaTL17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icip/FangWH17,
  author       = {Meiyuan Fang and
                  Jiangtao Wen and
                  Yuxing Han},
  title        = {Probabilistic graphical model based fast {HEVC} inter prediction},
  booktitle    = {2017 {IEEE} International Conference on Image Processing, {ICIP} 2017,
                  Beijing, China, September 17-20, 2017},
  pages        = {16--20},
  publisher    = {{IEEE}},
  year         = {2017},
  url          = {https://doi.org/10.1109/ICIP.2017.8296234},
  doi          = {10.1109/ICIP.2017.8296234},
  timestamp    = {Thu, 19 Oct 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icip/FangWH17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/0002RG17,
  author       = {David B. Smith and
                  Sara Rouhani and
                  Vibhav Gogate},
  editor       = {Carles Sierra},
  title        = {Order Statistics for Probabilistic Graphical Models},
  booktitle    = {Proceedings of the Twenty-Sixth International Joint Conference on
                  Artificial Intelligence, {IJCAI} 2017, Melbourne, Australia, August
                  19-25, 2017},
  pages        = {4625--4631},
  publisher    = {ijcai.org},
  year         = {2017},
  url          = {https://doi.org/10.24963/ijcai.2017/645},
  doi          = {10.24963/IJCAI.2017/645},
  timestamp    = {Tue, 20 Aug 2019 16:16:54 +0200},
  biburl       = {https://dblp.org/rec/conf/ijcai/0002RG17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/IslamFV17,
  author       = {Mohammad Maminur Islam and
                  Mohammad Khan Al Farabi and
                  Deepak Venugopal},
  title        = {Adaptive blocked Gibbs sampling for inference in probabilistic graphical
                  models},
  booktitle    = {2017 International Joint Conference on Neural Networks, {IJCNN} 2017,
                  Anchorage, AK, USA, May 14-19, 2017},
  pages        = {262--269},
  publisher    = {{IEEE}},
  year         = {2017},
  url          = {https://doi.org/10.1109/IJCNN.2017.7965864},
  doi          = {10.1109/IJCNN.2017.7965864},
  timestamp    = {Wed, 16 Oct 2019 14:14:55 +0200},
  biburl       = {https://dblp.org/rec/conf/ijcnn/IslamFV17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/isit/ChenEK17,
  author       = {Jun Chen and
                  Farrokh Etezadi and
                  Ashish Khisti},
  title        = {Generalized Gaussian multiterminal source coding and probabilistic
                  graphical models},
  booktitle    = {2017 {IEEE} International Symposium on Information Theory, {ISIT}
                  2017, Aachen, Germany, June 25-30, 2017},
  pages        = {719--723},
  publisher    = {{IEEE}},
  year         = {2017},
  url          = {https://doi.org/10.1109/ISIT.2017.8006622},
  doi          = {10.1109/ISIT.2017.8006622},
  timestamp    = {Wed, 20 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/isit/ChenEK17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ldk/HorstHC17,
  author       = {Hendrik ter Horst and
                  Matthias Hartung and
                  Philipp Cimiano},
  editor       = {Jorge Gracia and
                  Francis Bond and
                  John P. McCrae and
                  Paul Buitelaar and
                  Christian Chiarcos and
                  Sebastian Hellmann},
  title        = {Joint Entity Recognition and Linking in Technical Domains Using Undirected
                  Probabilistic Graphical Models},
  booktitle    = {Language, Data, and Knowledge - First International Conference, {LDK}
                  2017, Galway, Ireland, June 19-20, 2017, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {10318},
  pages        = {166--180},
  publisher    = {Springer},
  year         = {2017},
  url          = {https://doi.org/10.1007/978-3-319-59888-8\_15},
  doi          = {10.1007/978-3-319-59888-8\_15},
  timestamp    = {Fri, 27 Mar 2020 08:46:44 +0100},
  biburl       = {https://dblp.org/rec/conf/ldk/HorstHC17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/MorrisonBM17,
  author       = {Rebecca E. Morrison and
                  Ricardo Baptista and
                  Youssef M. Marzouk},
  editor       = {Isabelle Guyon and
                  Ulrike von Luxburg and
                  Samy Bengio and
                  Hanna M. Wallach and
                  Rob Fergus and
                  S. V. N. Vishwanathan and
                  Roman Garnett},
  title        = {Beyond normality: Learning sparse probabilistic graphical models in
                  the non-Gaussian setting},
  booktitle    = {Advances in Neural Information Processing Systems 30: Annual Conference
                  on Neural Information Processing Systems 2017, December 4-9, 2017,
                  Long Beach, CA, {USA}},
  pages        = {2359--2369},
  year         = {2017},
  url          = {https://proceedings.neurips.cc/paper/2017/hash/ea8fcd92d59581717e06eb187f10666d-Abstract.html},
  timestamp    = {Thu, 15 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/MorrisonBM17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/stoc/Rudra17,
  author       = {Atri Rudra},
  editor       = {Hamed Hatami and
                  Pierre McKenzie and
                  Valerie King},
  title        = {Answering FAQs in CSPs, probabilistic graphical models, databases,
                  logic and matrix operations (invited talk)},
  booktitle    = {Proceedings of the 49th Annual {ACM} {SIGACT} Symposium on Theory
                  of Computing, {STOC} 2017, Montreal, QC, Canada, June 19-23, 2017},
  pages        = {4},
  publisher    = {{ACM}},
  year         = {2017},
  url          = {https://doi.org/10.1145/3055399.3079073},
  doi          = {10.1145/3055399.3079073},
  timestamp    = {Sun, 02 Jun 2019 21:10:31 +0200},
  biburl       = {https://dblp.org/rec/conf/stoc/Rudra17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/BrazO17,
  author       = {Rodrigo de Salvo Braz and
                  Ciaran O'Reilly},
  editor       = {Gal Elidan and
                  Kristian Kersting and
                  Alexander Ihler},
  title        = {Exact Inference for Relational Graphical Models with Interpreted Functions:
                  Lifted Probabilistic Inference Modulo Theories},
  booktitle    = {Proceedings of the Thirty-Third Conference on Uncertainty in Artificial
                  Intelligence, {UAI} 2017, Sydney, Australia, August 11-15, 2017},
  publisher    = {{AUAI} Press},
  year         = {2017},
  url          = {http://auai.org/uai2017/proceedings/papers/242.pdf},
  timestamp    = {Mon, 05 Dec 2022 15:54:38 +0100},
  biburl       = {https://dblp.org/rec/conf/uai/BrazO17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/Mukherjee17,
  author       = {Subhabrata Mukherjee},
  title        = {Probabilistic Graphical Models for Credibility Analysis in Evolving
                  Online Communities},
  journal      = {CoRR},
  volume       = {abs/1707.08309},
  year         = {2017},
  url          = {http://arxiv.org/abs/1707.08309},
  eprinttype    = {arXiv},
  eprint       = {1707.08309},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/Mukherjee17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/QiangFYGZS17,
  author       = {Yuting Qiang and
                  Yanwei Fu and
                  Xiao Yu and
                  Yanwen Guo and
                  Zhi{-}Hua Zhou and
                  Leonid Sigal},
  title        = {Learning to Generate Posters of Scientific Papers by Probabilistic
                  Graphical Models},
  journal      = {CoRR},
  volume       = {abs/1702.06228},
  year         = {2017},
  url          = {http://arxiv.org/abs/1702.06228},
  eprinttype    = {arXiv},
  eprint       = {1702.06228},
  timestamp    = {Tue, 02 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/QiangFYGZS17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1709-01122,
  author       = {Rodrigo de Salvo Braz and
                  Ciaran O'Reilly},
  title        = {Exact Inference for Relational Graphical Models with Interpreted Functions:
                  Lifted Probabilistic Inference Modulo Theories},
  journal      = {CoRR},
  volume       = {abs/1709.01122},
  year         = {2017},
  url          = {http://arxiv.org/abs/1709.01122},
  eprinttype    = {arXiv},
  eprint       = {1709.01122},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1709-01122.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1710-11052,
  author       = {Dmitrij Schlesinger},
  title        = {A Connection between Feed-Forward Neural Networks and Probabilistic
                  Graphical Models},
  journal      = {CoRR},
  volume       = {abs/1710.11052},
  year         = {2017},
  url          = {http://arxiv.org/abs/1710.11052},
  eprinttype    = {arXiv},
  eprint       = {1710.11052},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1710-11052.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1711-00950,
  author       = {Rebecca E. Morrison and
                  Ricardo Baptista and
                  Youssef M. Marzouk},
  title        = {Beyond normality: Learning sparse probabilistic graphical models in
                  the non-Gaussian setting},
  journal      = {CoRR},
  volume       = {abs/1711.00950},
  year         = {2017},
  url          = {http://arxiv.org/abs/1711.00950},
  eprinttype    = {arXiv},
  eprint       = {1711.00950},
  timestamp    = {Thu, 15 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1711-00950.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/au/Qiao16,
  author       = {Maoying Qiao},
  title        = {Diversified probabilistic graphical models},
  school       = {University of Technology Sydney, Australia},
  year         = {2016},
  url          = {https://hdl.handle.net/10453/62353},
  timestamp    = {Wed, 12 Apr 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/au/Qiao16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/basesearch/Omar16,
  author       = {Farheen Omar},
  title        = {Online Bayesian Learning in Probabilistic Graphical Models using Moment
                  Matching with Applications},
  school       = {University of Waterloo, Ontario, Canada},
  year         = {2016},
  url          = {https://hdl.handle.net/10012/10499},
  timestamp    = {Wed, 04 May 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/basesearch/Omar16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/es/Fernandez16e,
  author       = {Francisco Cruz},
  title        = {Probabilistic graphical models for document analysis},
  school       = {Autonomous University of Barcelona, Spain},
  year         = {2016},
  url          = {http://hdl.handle.net/10803/399520},
  timestamp    = {Thu, 22 Sep 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/es/Fernandez16e.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/ethos/Almharat16,
  author       = {Anas Almharat},
  title        = {Probabilistic graphical modelling for software product lines: a frameweork
                  for modeling and reasoning under uncertainty},
  school       = {University of East London, {UK}},
  year         = {2016},
  url          = {https://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.685716},
  timestamp    = {Tue, 05 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/ethos/Almharat16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/ethos/Raman16,
  author       = {Natraj Raman},
  title        = {Action recognition in depth videos using nonparametric probabilistic
                  graphical models},
  school       = {Birkbeck, University of London, {UK}},
  year         = {2016},
  url          = {https://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.715333},
  timestamp    = {Tue, 05 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/ethos/Raman16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/hal/Karri16,
  author       = {Senanayak Sesh Kumar Karri},
  title        = {On the Links between Probabilistic Graphical Models and Submodular
                  Optimisation. (Liens entre mod{\`{e}}les graphiques probabilistes
                  et optimisation sous-modulaire)},
  school       = {{PSL} Research University, Paris, France},
  year         = {2016},
  url          = {https://tel.archives-ouvertes.fr/tel-01753810},
  timestamp    = {Tue, 21 Jul 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/hal/Karri16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/hal/Kumar16b,
  author       = {K. S. Sesh Kumar},
  title        = {On the Links between Probabilistic Graphical Models and Submodular
                  Optimisation. (Liens entre mod{\`{e}}les graphiques probabilistes
                  et optimisation sous-modulaire)},
  school       = {{\'{E}}cole Normale Sup{\'{e}}rieure, Paris, France},
  year         = {2016},
  url          = {https://tel.archives-ouvertes.fr/tel-01693285},
  timestamp    = {Tue, 21 Jul 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/hal/Kumar16b.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cim/MasegosaMB16,
  author       = {Andr{\'{e}}s R. Masegosa and
                  Ana M. Mart{\'{\i}}nez and
                  Hanen Borchani},
  title        = {Probabilistic Graphical Models on Multi-Core CPUs Using Java 8},
  journal      = {{IEEE} Comput. Intell. Mag.},
  volume       = {11},
  number       = {2},
  pages        = {41--54},
  year         = {2016},
  url          = {https://doi.org/10.1109/MCI.2016.2532267},
  doi          = {10.1109/MCI.2016.2532267},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/cim/MasegosaMB16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ieicet/JiangSSKSW16,
  author       = {Xiantao Jiang and
                  Tian Song and
                  Wen Shi and
                  Takafumi Katayama and
                  Takashi Shimamoto and
                  Lisheng Wang},
  title        = {Fast Coding Unit Size Decision Based on Probabilistic Graphical Model
                  in High Efficiency Video Coding Inter Prediction},
  journal      = {{IEICE} Trans. Inf. Syst.},
  volume       = {99-D},
  number       = {11},
  pages        = {2836--2839},
  year         = {2016},
  url          = {https://doi.org/10.1587/transinf.2015EDL8237},
  doi          = {10.1587/TRANSINF.2015EDL8237},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ieicet/JiangSSKSW16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijar/Renooij16,
  author       = {Silja Renooij},
  title        = {Special Issue on the Seventh Probabilistic Graphical Models Conference
                  {(PGM} 2014)},
  journal      = {Int. J. Approx. Reason.},
  volume       = {68},
  pages        = {88--90},
  year         = {2016},
  url          = {https://doi.org/10.1016/j.ijar.2015.09.002},
  doi          = {10.1016/J.IJAR.2015.09.002},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ijar/Renooij16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijes/HanYXD16,
  author       = {Zhongming Han and
                  Ke Yang and
                  Fengmin Xu and
                  Dagao Duan},
  title        = {Probabilistic graphical model for detecting spammers in microblog
                  websites},
  journal      = {Int. J. Embed. Syst.},
  volume       = {8},
  number       = {1},
  pages        = {12--23},
  year         = {2016},
  url          = {https://doi.org/10.1504/IJES.2016.073747},
  doi          = {10.1504/IJES.2016.073747},
  timestamp    = {Thu, 04 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ijes/HanYXD16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/QinKW16,
  author       = {Zengchang Qin and
                  Farhan Khawar and
                  Tao Wan},
  title        = {Collective game behavior learning with probabilistic graphical models},
  journal      = {Neurocomputing},
  volume       = {194},
  pages        = {74--86},
  year         = {2016},
  url          = {https://doi.org/10.1016/j.neucom.2016.01.075},
  doi          = {10.1016/J.NEUCOM.2016.01.075},
  timestamp    = {Fri, 09 Sep 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ijon/QinKW16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/informaticaLT/KravanjaZZDS16,
  author       = {Jaka Kravanja and
                  Mario Zganec and
                  Jerneja Zganec{-}Gros and
                  Simon Dobrisek and
                  Vitomir Struc},
  title        = {Exploiting Spatio-Temporal Information for Light-Plane Labeling in
                  Depth-Image Sensors Using Probabilistic Graphical Models},
  journal      = {Informatica},
  volume       = {27},
  number       = {1},
  pages        = {67--84},
  year         = {2016},
  url          = {http://content.iospress.com/articles/informatica/inf1084},
  timestamp    = {Tue, 26 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/informaticaLT/KravanjaZZDS16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/isci/KordyPS16,
  author       = {Barbara Kordy and
                  Marc Pouly and
                  Patrick Schweitzer},
  title        = {Probabilistic reasoning with graphical security models},
  journal      = {Inf. Sci.},
  volume       = {342},
  pages        = {111--131},
  year         = {2016},
  url          = {https://doi.org/10.1016/j.ins.2016.01.010},
  doi          = {10.1016/J.INS.2016.01.010},
  timestamp    = {Sat, 19 Oct 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/isci/KordyPS16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jvcir/BachaAB16,
  author       = {Siham Bacha and
                  Mohand Sa{\"{\i}}d Allili and
                  Nadjia Benblidia},
  title        = {Event recognition in photo albums using probabilistic graphical models
                  and feature relevance},
  journal      = {J. Vis. Commun. Image Represent.},
  volume       = {40},
  pages        = {546--558},
  year         = {2016},
  url          = {https://doi.org/10.1016/j.jvcir.2016.07.021},
  doi          = {10.1016/J.JVCIR.2016.07.021},
  timestamp    = {Sat, 22 Feb 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jvcir/BachaAB16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pami/DemirkusPCA16,
  author       = {Meltem Demirkus and
                  Doina Precup and
                  James J. Clark and
                  Tal Arbel},
  title        = {Hierarchical Spatio-Temporal Probabilistic Graphical Model with Multiple
                  Feature Fusion for Binary Facial Attribute Classification in Real-World
                  Face Videos},
  journal      = {{IEEE} Trans. Pattern Anal. Mach. Intell.},
  volume       = {38},
  number       = {6},
  pages        = {1185--1203},
  year         = {2016},
  url          = {https://doi.org/10.1109/TPAMI.2015.2481396},
  doi          = {10.1109/TPAMI.2015.2481396},
  timestamp    = {Sat, 30 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/pami/DemirkusPCA16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sensors/KravanjaZZDS16,
  author       = {Jaka Kravanja and
                  Mario Zganec and
                  Jerneja Zganec{-}Gros and
                  Simon Dobrisek and
                  Vitomir Struc},
  title        = {Robust Depth Image Acquisition Using Modulated Pattern Projection
                  and Probabilistic Graphical Models},
  journal      = {Sensors},
  volume       = {16},
  number       = {10},
  pages        = {1740},
  year         = {2016},
  url          = {https://doi.org/10.3390/s16101740},
  doi          = {10.3390/S16101740},
  timestamp    = {Fri, 30 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/sensors/KravanjaZZDS16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/annpr/BonginiLT16,
  author       = {Marco Bongini and
                  Vincenzo Laveglia and
                  Edmondo Trentin},
  editor       = {Friedhelm Schwenker and
                  Hazem M. Abbas and
                  Neamat El Gayar and
                  Edmondo Trentin},
  title        = {A Hybrid Recurrent Neural Network/Dynamic Probabilistic Graphical
                  Model Predictor of the Disulfide Bonding State of Cysteines from the
                  Primary Structure of Proteins},
  booktitle    = {Artificial Neural Networks in Pattern Recognition - 7th {IAPR} {TC3}
                  Workshop, {ANNPR} 2016, Ulm, Germany, September 28-30, 2016, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {9896},
  pages        = {257--268},
  publisher    = {Springer},
  year         = {2016},
  url          = {https://doi.org/10.1007/978-3-319-46182-3\_22},
  doi          = {10.1007/978-3-319-46182-3\_22},
  timestamp    = {Tue, 14 May 2019 10:00:39 +0200},
  biburl       = {https://dblp.org/rec/conf/annpr/BonginiLT16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/BachrachLRZ16,
  author       = {Yoram Bachrach and
                  Yoad Lewenberg and
                  Jeffrey S. Rosenschein and
                  Yair Zick},
  editor       = {Catholijn M. Jonker and
                  Stacy Marsella and
                  John Thangarajah and
                  Karl Tuyls},
  title        = {Tracking Performance and Forming Study Groups for Prep Courses Using
                  Probabilistic Graphical Models: (Extended Abstract)},
  booktitle    = {Proceedings of the 2016 International Conference on Autonomous Agents
                  {\&} Multiagent Systems, Singapore, May 9-13, 2016},
  pages        = {1359--1360},
  publisher    = {{ACM}},
  year         = {2016},
  url          = {http://dl.acm.org/citation.cfm?id=2937159},
  timestamp    = {Fri, 20 May 2016 20:33:29 +0200},
  biburl       = {https://dblp.org/rec/conf/atal/BachrachLRZ16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ekaw/HakimovHJHC16,
  author       = {Sherzod Hakimov and
                  Hendrik ter Horst and
                  Soufian Jebbara and
                  Matthias Hartung and
                  Philipp Cimiano},
  editor       = {Eva Blomqvist and
                  Paolo Ciancarini and
                  Francesco Poggi and
                  Fabio Vitali},
  title        = {Combining Textual and Graph-Based Features for Named Entity Disambiguation
                  Using Undirected Probabilistic Graphical Models},
  booktitle    = {Knowledge Engineering and Knowledge Management - 20th International
                  Conference, {EKAW} 2016, Bologna, Italy, November 19-23, 2016, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {10024},
  pages        = {288--302},
  year         = {2016},
  url          = {https://doi.org/10.1007/978-3-319-49004-5\_19},
  doi          = {10.1007/978-3-319-49004-5\_19},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/ekaw/HakimovHJHC16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/flairs/Montero-Hernandez16,
  author       = {Samuel Antonio Montero{-}Hern{\'{a}}ndez and
                  Felipe Orihuela{-}Espina and
                  Javier Herrera{-}Vega and
                  Luis Enrique Sucar},
  editor       = {Zdravko Markov and
                  Ingrid Russell},
  title        = {Causal Probabilistic Graphical Models for Decoding Effective Connectivity
                  in Functional Near InfraRed Spectroscopy},
  booktitle    = {Proceedings of the Twenty-Ninth International Florida Artificial Intelligence
                  Research Society Conference, {FLAIRS} 2016, Key Largo, Florida, USA,
                  May 16-18, 2016},
  pages        = {686--689},
  publisher    = {{AAAI} Press},
  year         = {2016},
  url          = {http://www.aaai.org/ocs/index.php/FLAIRS/FLAIRS16/paper/view/12913},
  timestamp    = {Wed, 26 Oct 2022 08:35:12 +0200},
  biburl       = {https://dblp.org/rec/conf/flairs/Montero-Hernandez16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/hicss/NaqviDPB16,
  author       = {Nayyab Zia Naqvi and
                  Jonas Devlieghere and
                  Davy Preuveneers and
                  Yolande Berbers},
  editor       = {Tung X. Bui and
                  Ralph H. Sprague Jr.},
  title        = {MAsCOT: Self-Adaptive Opportunistic Offloading for Cloud-Enabled Smart
                  Mobile Applications with Probabilistic Graphical Models at Runtime},
  booktitle    = {49th Hawaii International Conference on System Sciences, {HICSS} 2016,
                  Koloa, HI, USA, January 5-8, 2016},
  pages        = {5701--5710},
  publisher    = {{IEEE} Computer Society},
  year         = {2016},
  url          = {https://doi.org/10.1109/HICSS.2016.705},
  doi          = {10.1109/HICSS.2016.705},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/hicss/NaqviDPB16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ias/FurutaIOI16,
  author       = {Yuki Furuta and
                  Yuto Inagaki and
                  Kei Okada and
                  Masayuki Inaba},
  editor       = {Weidong Chen and
                  Koh Hosoda and
                  Emanuele Menegatti and
                  Masahiro Shimizu and
                  Hesheng Wang},
  title        = {Self-improving Robot Action Management System with Probabilistic Graphical
                  Model Based on Task Related Memories},
  booktitle    = {Intelligent Autonomous Systems 14 - Proceedings of the 14th International
                  Conference IAS-14, Shanghai Jiao Tong University, Shanghai, China,
                  July 3-7, 2016},
  series       = {Advances in Intelligent Systems and Computing},
  volume       = {531},
  pages        = {811--823},
  year         = {2016},
  url          = {https://doi.org/10.1007/978-3-319-48036-7\_59},
  doi          = {10.1007/978-3-319-48036-7\_59},
  timestamp    = {Thu, 06 Oct 2022 17:00:59 +0200},
  biburl       = {https://dblp.org/rec/conf/ias/FurutaIOI16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icpr/BachaAB16,
  author       = {Siham Bacha and
                  Mohand Sa{\"{\i}}d Allili and
                  Nadjia Benblidia},
  title        = {Event recognition in photo albums using probabilistic graphical model
                  and feature relevance},
  booktitle    = {23rd International Conference on Pattern Recognition, {ICPR} 2016,
                  Canc{\'{u}}n, Mexico, December 4-8, 2016},
  pages        = {2819--2823},
  publisher    = {{IEEE}},
  year         = {2016},
  url          = {https://doi.org/10.1109/ICPR.2016.7900063},
  doi          = {10.1109/ICPR.2016.7900063},
  timestamp    = {Fri, 27 Dec 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icpr/BachaAB16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icrc/BlancheBGWNPNT16,
  author       = {Pierre{-}Alexandre Blanche and
                  Masoud Babaeian and
                  Madeleine Glick and
                  John Wissinger and
                  Robert A. Norwood and
                  Nasser Peyghambarian and
                  Mark A. Neifeld and
                  Ratchaneekorn Thamvichai},
  title        = {Optical implementation of probabilistic graphical models},
  booktitle    = {{IEEE} International Conference on Rebooting Computing, {ICRC} 2016,
                  San Diego, CA, USA, October 17-19, 2016},
  pages        = {1--6},
  publisher    = {{IEEE} Computer Society},
  year         = {2016},
  url          = {https://doi.org/10.1109/ICRC.2016.7738702},
  doi          = {10.1109/ICRC.2016.7738702},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icrc/BlancheBGWNPNT16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/AnandGMS16,
  author       = {Ankit Anand and
                  Aditya Grover and
                  Mausam and
                  Parag Singla},
  editor       = {Subbarao Kambhampati},
  title        = {Contextual Symmetries in Probabilistic Graphical Models},
  booktitle    = {Proceedings of the Twenty-Fifth International Joint Conference on
                  Artificial Intelligence, {IJCAI} 2016, New York, NY, USA, 9-15 July
                  2016},
  pages        = {3560--3568},
  publisher    = {{IJCAI/AAAI} Press},
  year         = {2016},
  url          = {http://www.ijcai.org/Abstract/16/502},
  timestamp    = {Tue, 20 Aug 2019 16:19:00 +0200},
  biburl       = {https://dblp.org/rec/conf/ijcai/AnandGMS16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/Bendtsen16,
  author       = {Marcus Bendtsen},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {Regime Aware Learning},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {1--12},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/bendtsen16.html},
  timestamp    = {Tue, 19 Jan 2021 13:09:20 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/Bendtsen16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/BenjumedaBL16,
  author       = {Marco Benjumeda and
                  Concha Bielza and
                  Pedro Larra{\~{n}}aga},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {Learning Tractable Multidimensional Bayesian Network Classifiers},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {13--24},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/benjumeda16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/BenjumedaBL16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/Bock16,
  author       = {Jasper De Bock},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {Reintroducing Credal Networks under Epistemic Irrelevance},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {123--135},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/debock16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/Bock16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/BolgarA16,
  author       = {Bence Bolg{\'{a}}r and
                  Peter Antal},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {Bayesian Matrix Factorization with Non-Random Missing Data using Informative
                  Gaussian Process Priors and Soft Evidences},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {25--36},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/bolgar16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/BolgarA16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/Bolt16,
  author       = {Janneke H. Bolt},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {Bayesian Networks: a Combined Tuning Heuristic},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {37--49},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/bolt16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/Bolt16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/BuenoHLVL16,
  author       = {Marcos L. P. Bueno and
                  Arjen Hommersom and
                  Peter J. F. Lucas and
                  Sicco Verwer and
                  Alexis Linard},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {Learning Complex Uncertain States Changes via Asymmetric Hidden Markov
                  Models: an Industrial Case},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {50--61},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/bueno16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/BuenoHLVL16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/ButzOSM16,
  author       = {Cory J. Butz and
                  Jhonatan de S. Oliveira and
                  Andr{\'{e}} E. dos Santos and
                  Anders L. Madsen},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {On Bayesian Network Inference with Simple Propagation},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {62--73},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/butz16a.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/ButzOSM16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/ButzSO16,
  author       = {Cory J. Butz and
                  Andr{\'{e}} E. dos Santos and
                  Jhonatan de S. Oliveira},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {Relevant Path Separation: {A} Faster Method for Testing Independencies
                  in Bayesian Networks},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {74--85},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/butz16b.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/ButzSO16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/Cattaneo16,
  author       = {Marco E. G. V. Cattaneo},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {Conditional Probability Estimation},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {86--97},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/cattaneo16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/Cattaneo16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/ChenCD16,
  author       = {Eunice Yuh{-}Jie Chen and
                  Arthur Choi and
                  Adnan Darwiche},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {On Pruning with the {MDL} Score},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {98--109},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/chen16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/ChenCD16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/CozmanM16,
  author       = {F{\'{a}}bio Gagliardi Cozman and
                  Denis Deratani Mau{\'{a}}},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {Probabilistic Graphical Models Specified by Probabilistic Logic Programs:
                  Semantics and Complexity},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {110--122},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/cozman16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/CozmanM16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/DementievF16,
  author       = {Eugene Dementiev and
                  Norman E. Fenton},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {Bayesian Torrent Classification by File Name and Size Only},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {136--146},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/dementiev16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/DementievF16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/EndresA16,
  author       = {Eva Endres and
                  Thomas Augustin},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {Statistical Matching of Discrete Data by Bayesian Networks},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {159--170},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/endres16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/EndresA16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/EttouziLM16,
  author       = {Nourhene Ettouzi and
                  Philippe Leray and
                  Montassar Ben Messaoud},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {An Exact Approach to Learning Probabilistic Relational Model},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {171--182},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/ettouzi16.html},
  timestamp    = {Tue, 30 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/EttouziLM16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/GasseA16,
  author       = {Maxime Gasse and
                  Alex Aussem},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {Identifying the irreducible disjoint factors of a multivariate probability
                  distribution},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {183--194},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/gasse16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/GasseA16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/GlodekLNBP16,
  author       = {Michael Glodek and
                  Georg Layher and
                  Heiko Neumann and
                  Susanne Biundo and
                  G{\"{u}}nther Palm},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {On Stacking Probabilistic Temporal Models with Bidirectional Information
                  Flow},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {195--206},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/geier16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/GlodekLNBP16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/GorgenS16,
  author       = {Christiane G{\"{o}}rgen and
                  Jim Q. Smith},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {A Differential Approach to Causality in Staged Trees},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {207--215},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/goergen16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/GorgenS16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/HyttinenPJED16,
  author       = {Antti Hyttinen and
                  Sergey M. Plis and
                  Matti J{\"{a}}rvisalo and
                  Frederick Eberhardt and
                  David Danks},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {Causal Discovery from Subsampled Time Series Data by Constraint Optimization},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {216--227},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/hyttinen16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/HyttinenPJED16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/JainiRZLBCP16,
  author       = {Priyank Jaini and
                  Abdullah Rashwan and
                  Han Zhao and
                  Yue Liu and
                  Ershad Banijamali and
                  Zhitang Chen and
                  Pascal Poupart},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {Online Algorithms for Sum-Product Networks with Continuous Variables},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {228--239},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/jaini16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/JainiRZLBCP16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/KarraM16,
  author       = {Kiran Karra and
                  Lamine Mili},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {Hybrid Copula Bayesian Networks},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {240--251},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/karra16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/KarraM16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/KraisangkaD16,
  author       = {Jidapa Kraisangka and
                  Marek J. Druzdzel},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {Making Large Cox's Proportional Hazard Models Tractable in Bayesian
                  Networks},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {252--263},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/kraisangka16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/KraisangkaD16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/Kwisthout16,
  author       = {Johan Kwisthout},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {The Parameterized Complexity of Approximate Inference in Bayesian
                  Networks},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {264--274},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/kwisthout16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/Kwisthout16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/KyrimiM16,
  author       = {Evangelia Kyrimi and
                  William Marsh},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {A Progressive Explanation of Inference in 'Hybrid' Bayesian Networks
                  for Supporting Clinical Decision Making},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {275--286},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/kyrimi16.html},
  timestamp    = {Fri, 22 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/KyrimiM16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/LiuHHL16,
  author       = {Manxia Liu and
                  Arjen Hommersom and
                  Maarten van der Heijden and
                  Peter J. F. Lucas},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {Learning Parameters of Hybrid Time Bayesian Networks},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {287--298},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/liu16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/LiuHHL16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/MalinskyS16,
  author       = {Daniel Malinsky and
                  Peter Spirtes},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {Estimating Causal Effects with Ancestral Graph Markov Models},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {299--309},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/malinsky16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/MalinskyS16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/MarxMJA16,
  author       = {Peter Marx and
                  Andr{\'{a}}s Millinghoffer and
                  Gabriella Juh{\'{a}}sz and
                  Peter Antal},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {Joint Bayesian Modelling of Internal Dependencies and Relevant Multimorbidities
                  of a Heterogeneous Disease},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {310--320},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/marx16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/MarxMJA16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/MasegosaMLNSRM16,
  author       = {Andr{\'{e}}s R. Masegosa and
                  Ana M. Mart{\'{\i}}nez and
                  Helge Langseth and
                  Thomas D. Nielsen and
                  Antonio Salmer{\'{o}}n and
                  Dar{\'{\i}}o Ramos{-}L{\'{o}}pez and
                  Anders L. Madsen},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {d-VMP: Distributed Variational Message Passing},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {321--332},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/masegosa16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/MasegosaMLNSRM16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/MauaC16,
  author       = {Denis Deratani Mau{\'{a}} and
                  F{\'{a}}bio Gagliardi Cozman},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {The Effect of Combination Functions on the Complexity of Relational
                  Bayesian Networks},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {333--344},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/maua16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/MauaC16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/MauroVE16,
  author       = {Nicola Di Mauro and
                  Antonio Vergari and
                  Floriana Esposito},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {Multi-Label Classification with Cutset Networks},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {147--158},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/dimauro16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/MauroVE16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/MelibariPDT16,
  author       = {Mazen Melibari and
                  Pascal Poupart and
                  Prashant Doshi and
                  George Trimponias},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {Dynamic Sum Product Networks for Tractable Inference on Sequence Data},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {345--355},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/melibari16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/MelibariPDT16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/MoralesM16,
  author       = {Carlos Morales and
                  Seraf{\'{\i}}n Moral},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {Regression Methods Applied to Flight Variables for Situational Awareness
                  Estimation Using Dynamic Bayesian Networks},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {356--367},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/morales16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/MoralesM16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/OgarrioSR16,
  author       = {Juan Miguel Ogarrio and
                  Peter Spirtes and
                  Joe Ramsey},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {A Hybrid Causal Search Algorithm for Latent Variable Models},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {368--379},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/ogarrio16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/OgarrioSR16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/ParviainenK16,
  author       = {Pekka Parviainen and
                  Samuel Kaski},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {Bayesian Networks for Variable Groups},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {380--391},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/parviainen16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/ParviainenK16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/Pena16,
  author       = {Jos{\'{e}} M. Pe{\~{n}}a},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {Learning Acyclic Directed Mixed Graphs from Observations and Interventions},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {392--402},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/pena16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/Pena16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/PlajnerV16,
  author       = {Martin Plajner and
                  Jir{\'{\i}} Vomlel},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {Student Skill Models in Adaptive Testing},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {403--414},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/plajner16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/PlajnerV16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/Ramos-LopezSRMN16,
  author       = {Dar{\'{\i}}o Ramos{-}L{\'{o}}pez and
                  Antonio Salmer{\'{o}}n and
                  Rafael Rum{\'{\i}} and
                  Ana M. Mart{\'{\i}}nez and
                  Thomas D. Nielsen and
                  Andr{\'{e}}s R. Masegosa and
                  Helge Langseth and
                  Anders L. Madsen},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {Scalable {MAP} inference in Bayesian networks based on a Map-Reduce
                  approach},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {415--425},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/ramos-lopez16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/Ramos-LopezSRMN16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/Renooij16,
  author       = {Silja Renooij},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {Evidence Evaluation: a Study of Likelihoods and Independence},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {426--437},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/renooij16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/Renooij16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/Scutari16,
  author       = {Marco Scutari},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {An Empirical-Bayes Score for Discrete Bayesian Networks},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {438--448},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/scutari16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/Scutari16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/SechidisSP016,
  author       = {Konstantinos Sechidis and
                  Matthew Sperrin and
                  Emily Petherick and
                  Gavin Brown},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {Estimating Mutual Information in Under-Reported Variables},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {449--461},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/sechidis16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/SechidisSP016.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/Shachter16,
  author       = {Ross D. Shachter},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {Decisions and Dependence in Influence Diagrams},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {462--473},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/shachter16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/Shachter16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/SimonssonM16,
  author       = {Ivar Simonsson and
                  Petter Mostad},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {Exact Inference on Conditional Linear {\(\Gamma\)}-Gaussian Bayesian
                  Networks},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {474--486},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/simonsson16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/SimonssonM16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/SokolovaHGCH16,
  author       = {Elena Sokolova and
                  Martine Hoogman and
                  Perry Groot and
                  Tom Claassen and
                  Tom Heskes},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {Computing Lower and Upper Bounds on the Probability of Causal Statements},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {487--498},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/sokolova16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/SokolovaHGCH16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/StudenyC16,
  author       = {Milan Studen{\'{y}} and
                  James Cussens},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {The Chordal Graph Polytope for Learning Decomposable Models},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {499--510},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/studeny16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/StudenyC16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/SundararajanM16,
  author       = {Priya Krishnan Sundararajan and
                  Ole J. Mengshoel},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {A Genetic Algorithm for Learning Parameters in Bayesian Networks using
                  Expectation Maximization},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {511--522},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/sundararajan16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/SundararajanM16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/TanSCR16,
  author       = {Yi Tan and
                  Prakash P. Shenoy and
                  Moses W. Chan and
                  Paul M. Romberg},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {On Construction of Hybrid Logistic Regression-Na{\"{\i}}ve Bayes
                  Model for Classification},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {523--534},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/tan16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/TanSCR16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/XiangJ16,
  author       = {Yang Xiang and
                  Qian Jiang},
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {Compressing Bayes Net CPTs with Persistent Leaky Causes},
  booktitle    = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  pages        = {535--546},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/xiang16.html},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/XiangJ16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/LewenbergBBK16,
  author       = {Yoad Lewenberg and
                  Yoram Bachrach and
                  Lucas Bordeaux and
                  Pushmeet Kohli},
  editor       = {Alexander Ihler and
                  Dominik Janzing},
  title        = {Political Dimensionality Estimation Using a Probabilistic Graphical
                  Model},
  booktitle    = {Proceedings of the Thirty-Second Conference on Uncertainty in Artificial
                  Intelligence, {UAI} 2016, June 25-29, 2016, New York City, NY, {USA}},
  publisher    = {{AUAI} Press},
  year         = {2016},
  url          = {http://auai.org/uai2016/proceedings/papers/61.pdf},
  timestamp    = {Mon, 05 Dec 2022 15:54:38 +0100},
  biburl       = {https://dblp.org/rec/conf/uai/LewenbergBBK16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/WangFL16,
  author       = {Dilin Wang and
                  John W. Fisher III and
                  Qiang Liu},
  editor       = {Alexander Ihler and
                  Dominik Janzing},
  title        = {Efficient Observation Selection in Probabilistic Graphical Models
                  Using Bayesian Lower Bounds},
  booktitle    = {Proceedings of the Thirty-Second Conference on Uncertainty in Artificial
                  Intelligence, {UAI} 2016, June 25-29, 2016, New York City, NY, {USA}},
  publisher    = {{AUAI} Press},
  year         = {2016},
  url          = {http://auai.org/uai2016/proceedings/papers/83.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/uai/WangFL16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/pgm/2016,
  editor       = {Alessandro Antonucci and
                  Giorgio Corani and
                  Cassio Polpo de Campos},
  title        = {Probabilistic Graphical Models - Eighth International Conference,
                  {PGM} 2016, Lugano, Switzerland, September 6-9, 2016. Proceedings},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {52},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v52/},
  timestamp    = {Tue, 19 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/2016.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/AnandGMS16,
  author       = {Ankit Anand and
                  Aditya Grover and
                  Mausam and
                  Parag Singla},
  title        = {Contextual Symmetries in Probabilistic Graphical Models},
  journal      = {CoRR},
  volume       = {abs/1606.09594},
  year         = {2016},
  url          = {http://arxiv.org/abs/1606.09594},
  eprinttype    = {arXiv},
  eprint       = {1606.09594},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/AnandGMS16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ElbahiOMG16,
  author       = {Anis Elbahi and
                  Mohamed Nazih Omri and
                  Mohamed Ali Mahjoub and
                  Kamel Garrouch},
  title        = {Mouse Movement and Probabilistic Graphical Models Based E-Learning
                  Activity Recognition Improvement Possibilistic Model},
  journal      = {CoRR},
  volume       = {abs/1608.02659},
  year         = {2016},
  url          = {http://arxiv.org/abs/1608.02659},
  eprinttype    = {arXiv},
  eprint       = {1608.02659},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/ElbahiOMG16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/EryilmazNJKBLLC16,
  author       = {Sukru Burc Eryilmaz and
                  Emre Neftci and
                  Siddharth Joshi and
                  SangBum Kim and
                  Matthew BrightSky and
                  Hsiang{-}Lan Lung and
                  Chung Lam and
                  Gert Cauwenberghs and
                  H.{-}S. Philip Wong},
  title        = {Training a Probabilistic Graphical Model with Resistive Switching
                  Electronic Synapses},
  journal      = {CoRR},
  volume       = {abs/1609.08686},
  year         = {2016},
  url          = {http://arxiv.org/abs/1609.08686},
  eprinttype    = {arXiv},
  eprint       = {1609.08686},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/EryilmazNJKBLLC16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/JiWGG16,
  author       = {Luyan Ji and
                  Jie Wang and
                  Xiurui Geng and
                  Peng Gong},
  title        = {Probabilistic graphical model based approach for water mapping using
                  GaoFen-2 {(GF-2)} high resolution imagery and Landsat 8 time series},
  journal      = {CoRR},
  volume       = {abs/1612.07801},
  year         = {2016},
  url          = {http://arxiv.org/abs/1612.07801},
  eprinttype    = {arXiv},
  eprint       = {1612.07801},
  timestamp    = {Sun, 19 Feb 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/JiWGG16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MasegosaMB16,
  author       = {Andr{\'{e}}s R. Masegosa and
                  Ana M. Mart{\'{\i}}nez and
                  Hanen Borchani},
  title        = {Probabilistic Graphical Models on Multi-Core CPUs using Java 8},
  journal      = {CoRR},
  volume       = {abs/1604.07990},
  year         = {2016},
  url          = {http://arxiv.org/abs/1604.07990},
  eprinttype    = {arXiv},
  eprint       = {1604.07990},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/MasegosaMB16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/WangJHFXL16,
  author       = {Jie Wang and
                  Luyan Ji and
                  Xiaomeng Huang and
                  Haohuan Fu and
                  Shiming Xu and
                  Congcong Li},
  title        = {A probabilistic graphical model approach in 30 m land cover mapping
                  with multiple data sources},
  journal      = {CoRR},
  volume       = {abs/1612.03373},
  year         = {2016},
  url          = {http://arxiv.org/abs/1612.03373},
  eprinttype    = {arXiv},
  eprint       = {1612.03373},
  timestamp    = {Fri, 07 Aug 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/WangJHFXL16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@book{DBLP:books/ws/PortinaleR15,
  author       = {Luigi Portinale and
                  Daniele Codetta Raiteri},
  title        = {Modeling and Analysis of Dependable Systems - {A} Probabilistic Graphical
                  Model Perspective},
  publisher    = {WorldScientific},
  year         = {2015},
  url          = {https://doi.org/10.1142/9191},
  doi          = {10.1142/9191},
  isbn         = {9789814612036},
  timestamp    = {Thu, 18 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/ws/PortinaleR15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/basesearch/Rathke15,
  author       = {Fabian Rathke},
  title        = {Probabilistic Graphical Models for Medical Image Segmentation},
  school       = {Heidelberg University, Germany},
  year         = {2015},
  url          = {https://archiv.ub.uni-heidelberg.de/volltextserver/18173/},
  doi          = {10.11588/HEIDOK.00018173},
  urn          = {urn:nbn:de:bsz:16-heidok-181733},
  timestamp    = {Wed, 13 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/phd/basesearch/Rathke15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/basesearch/Schiegg15,
  author       = {Martin Schiegg},
  title        = {Multi-Target Tracking with Probabilistic Graphical Models},
  school       = {Heidelberg University, Germany},
  year         = {2015},
  url          = {https://archiv.ub.uni-heidelberg.de/volltextserver/18805/},
  doi          = {10.11588/HEIDOK.00018805},
  urn          = {urn:nbn:de:bsz:16-heidok-188059},
  timestamp    = {Wed, 20 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/phd/basesearch/Schiegg15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@book{DBLP:series/acvpr/Sucar15,
  author       = {Luis Enrique Sucar},
  title        = {Probabilistic Graphical Models - Principles and Applications},
  series       = {Advances in Computer Vision and Pattern Recognition},
  publisher    = {Springer},
  year         = {2015},
  url          = {https://doi.org/10.1007/978-1-4471-6699-3},
  doi          = {10.1007/978-1-4471-6699-3},
  isbn         = {978-1-4471-6698-6},
  timestamp    = {Fri, 10 Feb 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/series/acvpr/Sucar15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cea/BaudritPBAGPGGB15,
  author       = {C{\'{e}}dric Baudrit and
                  Nathalie Perrot and
                  Jean Marie Brousset and
                  Philippe Abbal and
                  Herv{\'{e}} Guillemin and
                  Bruno Perret and
                  Etienne Goulet and
                  Laurence Guerin and
                  G{\'{e}}rard Barbeau and
                  Daniel Picque},
  title        = {A probabilistic graphical model for describing the grape berry maturity},
  journal      = {Comput. Electron. Agric.},
  volume       = {118},
  pages        = {124--135},
  year         = {2015},
  url          = {https://doi.org/10.1016/j.compag.2015.08.019},
  doi          = {10.1016/J.COMPAG.2015.08.019},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/cea/BaudritPBAGPGGB15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ejbsb/HouSC15,
  author       = {Jie Hou and
                  Gary Stacey and
                  Jianlin Cheng},
  title        = {Exploring soybean metabolic pathways based on probabilistic graphical
                  model and knowledge-based methods},
  journal      = {{EURASIP} J. Bioinform. Syst. Biol.},
  volume       = {2015},
  pages        = {5},
  year         = {2015},
  url          = {https://doi.org/10.1186/s13637-015-0026-5},
  doi          = {10.1186/S13637-015-0026-5},
  timestamp    = {Tue, 27 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ejbsb/HouSC15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/eswa/Ruiz-SarmientoG15,
  author       = {Jos{\'{e}}{-}Ra{\'{u}}l Ruiz{-}Sarmiento and
                  Cipriano Galindo and
                  Javier Gonz{\'{a}}lez Jim{\'{e}}nez},
  title        = {Scene object recognition for mobile robots through Semantic Knowledge
                  and Probabilistic Graphical Models},
  journal      = {Expert Syst. Appl.},
  volume       = {42},
  number       = {22},
  pages        = {8805--8816},
  year         = {2015},
  url          = {https://doi.org/10.1016/j.eswa.2015.07.033},
  doi          = {10.1016/J.ESWA.2015.07.033},
  timestamp    = {Mon, 05 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/eswa/Ruiz-SarmientoG15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ida/MartinezDPK15,
  author       = {Oscar Martinez and
                  Ranga Dabarera and
                  Kamal Premaratne and
                  Miroslav Kubat},
  title        = {LDA-based probabilistic graphical model for excitation-emission matrices},
  journal      = {Intell. Data Anal.},
  volume       = {19},
  number       = {5},
  pages        = {1109--1130},
  year         = {2015},
  url          = {https://doi.org/10.3233/IDA-150761},
  doi          = {10.3233/IDA-150761},
  timestamp    = {Tue, 06 Jun 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ida/MartinezDPK15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijes/XiaoX15,
  author       = {Qian Xiao and
                  Haitao Xie},
  title        = {A social tag recommendation method alleviating cold start based on
                  probabilistic graphical model},
  journal      = {Int. J. Embed. Syst.},
  volume       = {7},
  number       = {2},
  pages        = {162--169},
  year         = {2015},
  url          = {https://doi.org/10.1504/IJES.2015.069994},
  doi          = {10.1504/IJES.2015.069994},
  timestamp    = {Fri, 11 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ijes/XiaoX15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijis/BielzaMS15,
  author       = {Concha Bielza and
                  Seraf{\'{\i}}n Moral and
                  Antonio Salmer{\'{o}}n},
  title        = {Recent Advances in Probabilistic Graphical Models},
  journal      = {Int. J. Intell. Syst.},
  volume       = {30},
  number       = {3},
  pages        = {207--208},
  year         = {2015},
  url          = {https://doi.org/10.1002/int.21697},
  doi          = {10.1002/INT.21697},
  timestamp    = {Sun, 02 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ijis/BielzaMS15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jifs/ZhuLLW15,
  author       = {Yungang Zhu and
                  Dayou Liu and
                  Yong Li and
                  Xinhua Wang},
  title        = {Selective and incremental fusion for fuzzy and uncertain data based
                  on probabilistic graphical model},
  journal      = {J. Intell. Fuzzy Syst.},
  volume       = {29},
  number       = {6},
  pages        = {2397--2403},
  year         = {2015},
  url          = {https://doi.org/10.3233/IFS-151939},
  doi          = {10.3233/IFS-151939},
  timestamp    = {Sat, 25 Apr 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jifs/ZhuLLW15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jsjkx/LiuCLL18,
  author       = {Jianwei Liu and
                  Lipeng Cui and
                  Haien Li and
                  Xionglin Luo},
  title        = {{\unicode{27010}}{\unicode{29575}}{\unicode{22270}}{\unicode{27169}}{\unicode{22411}}{\unicode{25512}}{\unicode{29702}}{\unicode{26041}}{\unicode{27861}}{\unicode{30340}}{\unicode{30740}}{\unicode{31350}}{\unicode{36827}}{\unicode{23637}}
                  (Research and Development on Inference Technique in Probabilistic
                  Graphical Models)},
  journal      = {{\unicode{35745}}{\unicode{31639}}{\unicode{26426}}{\unicode{31185}}{\unicode{23398}}},
  volume       = {42},
  number       = {4},
  pages        = {1--18},
  year         = {2015},
  url          = {https://doi.org/10.11896/j.issn.1002-137X.2015.04.001},
  doi          = {10.11896/J.ISSN.1002-137X.2015.04.001},
  timestamp    = {Tue, 01 Feb 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jsjkx/LiuCLL18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/mr/JiaoJMF15,
  author       = {Jiajia Jiao and
                  Da{-}Cheng Juan and
                  Diana Marculescu and
                  Yuzhuo Fu},
  title        = {Exploiting component dependency for accurate and efficient soft error
                  analysis via Probabilistic Graphical Models},
  journal      = {Microelectron. Reliab.},
  volume       = {55},
  number       = {1},
  pages        = {251--263},
  year         = {2015},
  url          = {https://doi.org/10.1016/j.microrel.2014.09.011},
  doi          = {10.1016/J.MICROREL.2014.09.011},
  timestamp    = {Sat, 22 Feb 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/mr/JiaoJMF15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/snam/FarasatNSB15,
  author       = {Alireza Farasat and
                  Alexander G. Nikolaev and
                  Sargur N. Srihari and
                  Rachael Hageman Blair},
  title        = {Probabilistic graphical models in modern social network analysis},
  journal      = {Soc. Netw. Anal. Min.},
  volume       = {5},
  number       = {1},
  pages        = {62:1--62:18},
  year         = {2015},
  url          = {https://doi.org/10.1007/s13278-015-0289-6},
  doi          = {10.1007/S13278-015-0289-6},
  timestamp    = {Tue, 08 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/snam/FarasatNSB15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/BroeckN15,
  author       = {Guy Van den Broeck and
                  Mathias Niepert},
  editor       = {Blai Bonet and
                  Sven Koenig},
  title        = {Lifted Probabilistic Inference for Asymmetric Graphical Models},
  booktitle    = {Proceedings of the Twenty-Ninth {AAAI} Conference on Artificial Intelligence,
                  January 25-30, 2015, Austin, Texas, {USA}},
  pages        = {3599--3605},
  publisher    = {{AAAI} Press},
  year         = {2015},
  url          = {https://doi.org/10.1609/aaai.v29i1.9678},
  doi          = {10.1609/AAAI.V29I1.9678},
  timestamp    = {Mon, 18 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aaai/BroeckN15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/MiY15,
  author       = {Fei Mi and
                  Dit{-}Yan Yeung},
  editor       = {Blai Bonet and
                  Sven Koenig},
  title        = {Probabilistic Graphical Models for Boosting Cardinal and Ordinal Peer
                  Grading in MOOCs},
  booktitle    = {Proceedings of the Twenty-Ninth {AAAI} Conference on Artificial Intelligence,
                  January 25-30, 2015, Austin, Texas, {USA}},
  pages        = {454--460},
  publisher    = {{AAAI} Press},
  year         = {2015},
  url          = {https://doi.org/10.1609/aaai.v29i1.9210},
  doi          = {10.1609/AAAI.V29I1.9210},
  timestamp    = {Mon, 18 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aaai/MiY15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amia/SchulamLWHWS15,
  author       = {Peter Schulam and
                  Colin Ligon and
                  Robert Wise and
                  Laura K. Hummers and
                  Fredrick Wigley and
                  Suchi Saria},
  title        = {A Probabilistic Graphical Model for Individualizing Prognosis in Chronic,
                  Complex Diseases},
  booktitle    = {{AMIA} 2015, American Medical Informatics Association Annual Symposium,
                  San Francisco, CA, USA, November 14-18, 2015},
  publisher    = {{AMIA}},
  year         = {2015},
  url          = {https://knowledge.amia.org/59310-amia-1.2741865/t001-1.2745946/f001-1.2745947/2242109-1.2745999/2248336-1.2745996},
  timestamp    = {Wed, 17 Apr 2024 11:47:40 +0200},
  biburl       = {https://dblp.org/rec/conf/amia/SchulamLWHWS15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/asplos/MishraZLH15,
  author       = {Nikita Mishra and
                  Huazhe Zhang and
                  John D. Lafferty and
                  Henry Hoffmann},
  editor       = {{\"{O}}zcan {\"{O}}zturk and
                  Kemal Ebcioglu and
                  Sandhya Dwarkadas},
  title        = {A Probabilistic Graphical Model-based Approach for Minimizing Energy
                  Under Performance Constraints},
  booktitle    = {Proceedings of the Twentieth International Conference on Architectural
                  Support for Programming Languages and Operating Systems, {ASPLOS}
                  2015, Istanbul, Turkey, March 14-18, 2015},
  pages        = {267--281},
  publisher    = {{ACM}},
  year         = {2015},
  url          = {https://doi.org/10.1145/2694344.2694373},
  doi          = {10.1145/2694344.2694373},
  timestamp    = {Wed, 07 Jul 2021 13:23:08 +0200},
  biburl       = {https://dblp.org/rec/conf/asplos/MishraZLH15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/caip/BouzaieniTB15,
  author       = {Abdessalem Bouzaieni and
                  Salvatore Tabbone and
                  Sabine Barrat},
  editor       = {George Azzopardi and
                  Nicolai Petkov},
  title        = {Automatic Images Annotation Extension Using a Probabilistic Graphical
                  Model},
  booktitle    = {Computer Analysis of Images and Patterns - 16th International Conference,
                  {CAIP} 2015, Valletta, Malta, September 2-4, 2015, Proceedings, Part
                  {II}},
  series       = {Lecture Notes in Computer Science},
  volume       = {9257},
  pages        = {579--590},
  publisher    = {Springer},
  year         = {2015},
  url          = {https://doi.org/10.1007/978-3-319-23117-4\_50},
  doi          = {10.1007/978-3-319-23117-4\_50},
  timestamp    = {Tue, 14 May 2019 10:00:53 +0200},
  biburl       = {https://dblp.org/rec/conf/caip/BouzaieniTB15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cisda/LevchukB15,
  author       = {Georgiy Levchuk and
                  Erik Blasch},
  title        = {Probabilistic graphical models for multi-source fusion from text sources},
  booktitle    = {2015 {IEEE} Symposium on Computational Intelligence for Security and
                  Defense Applications, {CISDA} 2015, Verona, NY, USA, May 26-28, 2015},
  pages        = {1--10},
  publisher    = {{IEEE}},
  year         = {2015},
  url          = {https://doi.org/10.1109/CISDA.2015.7208640},
  doi          = {10.1109/CISDA.2015.7208640},
  timestamp    = {Wed, 16 Oct 2019 14:14:53 +0200},
  biburl       = {https://dblp.org/rec/conf/cisda/LevchukB15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dils/MaDKG15,
  author       = {Yinjiao Ma and
                  Kevin Damazyn and
                  Jakob Klinger and
                  Haijun Gong},
  editor       = {Naveen Ashish and
                  Jos{\'{e}} Luis Ambite},
  title        = {Inference and Verification of Probabilistic Graphical Models from
                  High-Dimensional Data},
  booktitle    = {Data Integration in the Life Sciences - 11th International Conference,
                  {DILS} 2015, Los Angeles, CA, USA, July 9-10, 2015, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {9162},
  pages        = {223--239},
  publisher    = {Springer},
  year         = {2015},
  url          = {https://doi.org/10.1007/978-3-319-21843-4\_18},
  doi          = {10.1007/978-3-319-21843-4\_18},
  timestamp    = {Sat, 19 Oct 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/dils/MaDKG15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/embc/BasakDSMMD15,
  author       = {Kausik Basak and
                  Goutam Dey and
                  Debdoot Sheet and
                  Manjunatha Mahadevappa and
                  Mahitosh Mandal and
                  Pranab Kumar Dutta},
  title        = {Probabilistic graphical modeling of speckle statistics in laser speckle
                  contrast imaging for noninvasive and label-free retinal angiography},
  booktitle    = {37th Annual International Conference of the {IEEE} Engineering in
                  Medicine and Biology Society, {EMBC} 2015, Milan, Italy, August 25-29,
                  2015},
  pages        = {6244--6247},
  publisher    = {{IEEE}},
  year         = {2015},
  url          = {https://doi.org/10.1109/EMBC.2015.7319819},
  doi          = {10.1109/EMBC.2015.7319819},
  timestamp    = {Thu, 15 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/embc/BasakDSMMD15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdar/BouzaieniBT15,
  author       = {Abdessalem Bouzaieni and
                  Sabine Barrat and
                  Salvatore Tabbone},
  title        = {Automatic annotation extension and classification of documents using
                  a probabilistic graphical model},
  booktitle    = {13th International Conference on Document Analysis and Recognition,
                  {ICDAR} 2015, Nancy, France, August 23-26, 2015},
  pages        = {316--320},
  publisher    = {{IEEE} Computer Society},
  year         = {2015},
  url          = {https://doi.org/10.1109/ICDAR.2015.7333775},
  doi          = {10.1109/ICDAR.2015.7333775},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icdar/BouzaieniBT15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdar/FanPL15,
  author       = {Boqiang Fan and
                  Liangrui Peng and
                  Frank Lebourgeois},
  title        = {Layout Analysis Algorithm Based on Probabilistic Graphical Model for
                  Dunhuang Historical Documents},
  booktitle    = {Proceedings of the 3rd International Workshop on Historical Document
                  Imaging and Processing, HIP@ICDAR 2015, Nancy, France, August 22,
                  2015},
  pages        = {63--70},
  publisher    = {{ACM}},
  year         = {2015},
  url          = {https://doi.org/10.1145/2809544.2809552},
  doi          = {10.1145/2809544.2809552},
  timestamp    = {Tue, 06 Nov 2018 16:58:11 +0100},
  biburl       = {https://dblp.org/rec/conf/icdar/FanPL15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icmla/KhademiN15,
  author       = {Mahmoud Khademi and
                  Nedialko S. Nedialkov},
  editor       = {Tao Li and
                  Lukasz A. Kurgan and
                  Vasile Palade and
                  Randy Goebel and
                  Andreas Holzinger and
                  Karin Verspoor and
                  M. Arif Wani},
  title        = {Probabilistic Graphical Models and Deep Belief Networks for Prognosis
                  of Breast Cancer},
  booktitle    = {14th {IEEE} International Conference on Machine Learning and Applications,
                  {ICMLA} 2015, Miami, FL, USA, December 9-11, 2015},
  pages        = {727--732},
  publisher    = {{IEEE}},
  year         = {2015},
  url          = {https://doi.org/10.1109/ICMLA.2015.196},
  doi          = {10.1109/ICMLA.2015.196},
  timestamp    = {Thu, 23 Feb 2023 11:36:05 +0100},
  biburl       = {https://dblp.org/rec/conf/icmla/KhademiN15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icsh/GuoHHL15,
  author       = {Qiaozhen Guo and
                  Wayne Wei Huang and
                  Kai Huang and
                  Xiao Liu},
  editor       = {Xiaolong Zheng and
                  Daniel Dajun Zeng and
                  Hsinchun Chen and
                  Scott J. Leischow},
  title        = {Information Credibility: {A} Probabilistic Graphical Model for Identifying
                  Credible Influenza Posts on Social Media},
  booktitle    = {Smart Health - International Conference, {ICSH} 2015, Phoenix, AZ,
                  USA, November 17-18, 2015. Revised Selected Papers},
  series       = {Lecture Notes in Computer Science},
  volume       = {9545},
  pages        = {131--142},
  publisher    = {Springer},
  year         = {2015},
  url          = {https://doi.org/10.1007/978-3-319-29175-8\_12},
  doi          = {10.1007/978-3-319-29175-8\_12},
  timestamp    = {Tue, 04 Jul 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icsh/GuoHHL15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ida/BorchaniMMLNS0M15,
  author       = {Hanen Borchani and
                  Ana M. Mart{\'{\i}}nez and
                  Andr{\'{e}}s R. Masegosa and
                  Helge Langseth and
                  Thomas D. Nielsen and
                  Antonio Salmer{\'{o}}n and
                  Antonio Fern{\'{a}}ndez and
                  Anders L. Madsen and
                  Ram{\'{o}}n S{\'{a}}ez},
  editor       = {{\'{E}}lisa Fromont and
                  Tijl De Bie and
                  Matthijs van Leeuwen},
  title        = {Modeling Concept Drift: {A} Probabilistic Graphical Model Based Approach},
  booktitle    = {Advances in Intelligent Data Analysis {XIV} - 14th International Symposium,
                  {IDA} 2015, Saint Etienne, France, October 22-24, 2015, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {9385},
  pages        = {72--83},
  publisher    = {Springer},
  year         = {2015},
  url          = {https://doi.org/10.1007/978-3-319-24465-5\_7},
  doi          = {10.1007/978-3-319-24465-5\_7},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/ida/BorchaniMMLNS0M15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ipmi/SubbannaPAA15,
  author       = {Nagesh K. Subbanna and
                  Doina Precup and
                  Douglas L. Arnold and
                  Tal Arbel},
  editor       = {S{\'{e}}bastien Ourselin and
                  Daniel C. Alexander and
                  Carl{-}Fredrik Westin and
                  Manuel Jorge Cardoso},
  title        = {IMaGe: Iterative Multilevel Probabilistic Graphical Model for Detection
                  and Segmentation of Multiple Sclerosis Lesions in Brain {MRI}},
  booktitle    = {Information Processing in Medical Imaging - 24th International Conference,
                  {IPMI} 2015, Sabhal Mor Ostaig, Isle of Skye, UK, June 28 - July 3,
                  2015, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {9123},
  pages        = {514--526},
  publisher    = {Springer},
  year         = {2015},
  url          = {https://doi.org/10.1007/978-3-319-19992-4\_40},
  doi          = {10.1007/978-3-319-19992-4\_40},
  timestamp    = {Sat, 30 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/ipmi/SubbannaPAA15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/LakretzCFR15,
  author       = {Yair Lakretz and
                  Gal Chechik and
                  Naama Friedmann and
                  Michal Rosen{-}Zvi},
  editor       = {Longbing Cao and
                  Chengqi Zhang and
                  Thorsten Joachims and
                  Geoffrey I. Webb and
                  Dragos D. Margineantu and
                  Graham Williams},
  title        = {Probabilistic Graphical Models of Dyslexia},
  booktitle    = {Proceedings of the 21th {ACM} {SIGKDD} International Conference on
                  Knowledge Discovery and Data Mining, Sydney, NSW, Australia, August
                  10-13, 2015},
  pages        = {1919--1928},
  publisher    = {{ACM}},
  year         = {2015},
  url          = {https://doi.org/10.1145/2783258.2788604},
  doi          = {10.1145/2783258.2788604},
  timestamp    = {Sun, 02 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/kdd/LakretzCFR15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/LiuFI15,
  author       = {Qiang Liu and
                  John W. Fisher III and
                  Alexander Ihler},
  editor       = {Corinna Cortes and
                  Neil D. Lawrence and
                  Daniel D. Lee and
                  Masashi Sugiyama and
                  Roman Garnett},
  title        = {Probabilistic Variational Bounds for Graphical Models},
  booktitle    = {Advances in Neural Information Processing Systems 28: Annual Conference
                  on Neural Information Processing Systems 2015, December 7-12, 2015,
                  Montreal, Quebec, Canada},
  pages        = {1432--1440},
  year         = {2015},
  url          = {https://proceedings.neurips.cc/paper/2015/hash/43feaeeecd7b2fe2ae2e26d917b6477d-Abstract.html},
  timestamp    = {Mon, 05 Dec 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/LiuFI15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/scipy/AnkanP15,
  author       = {Ankur Ankan and
                  Abinash Panda},
  editor       = {Kathryn Huff and
                  James Bergstra},
  title        = {pgmpy: Probabilistic Graphical Models using Python},
  booktitle    = {Proceedings of the 14th Python in Science Conference 2015 (SciPy 2015),
                  Austin, Texas, July 6 - 12, 2015},
  pages        = {6--11},
  publisher    = {scipy.org},
  year         = {2015},
  url          = {https://doi.org/10.25080/Majora-7b98e3ed-001},
  doi          = {10.25080/MAJORA-7B98E3ED-001},
  timestamp    = {Thu, 23 Feb 2023 17:07:21 +0100},
  biburl       = {https://dblp.org/rec/conf/scipy/AnkanP15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sum/MauaC15,
  author       = {Denis Deratani Mau{\'{a}} and
                  F{\'{a}}bio Gagliardi Cozman},
  editor       = {Christoph Beierle and
                  Alex Dekhtyar},
  title        = {DL-Lite Bayesian Networks: {A} Tractable Probabilistic Graphical Model},
  booktitle    = {Scalable Uncertainty Management - 9th International Conference, {SUM}
                  2015, Qu{\'{e}}bec City, QC, Canada, September 16-18, 2015. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {9310},
  pages        = {50--64},
  publisher    = {Springer},
  year         = {2015},
  url          = {https://doi.org/10.1007/978-3-319-23540-0\_4},
  doi          = {10.1007/978-3-319-23540-0\_4},
  timestamp    = {Fri, 27 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/sum/MauaC15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/ZhouFHN15,
  author       = {Yun Zhou and
                  Norman E. Fenton and
                  Timothy M. Hospedales and
                  Martin Neil},
  editor       = {Marina Meila and
                  Tom Heskes},
  title        = {Probabilistic Graphical Models Parameter Learning with Transferred
                  Prior and Constraints},
  booktitle    = {Proceedings of the Thirty-First Conference on Uncertainty in Artificial
                  Intelligence, {UAI} 2015, July 12-16, 2015, Amsterdam, The Netherlands},
  pages        = {972--981},
  publisher    = {{AUAI} Press},
  year         = {2015},
  url          = {http://auai.org/uai2015/proceedings/papers/190.pdf},
  timestamp    = {Thu, 12 Mar 2020 11:31:09 +0100},
  biburl       = {https://dblp.org/rec/conf/uai/ZhouFHN15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/visapp/Yang15,
  author       = {Michael Ying Yang},
  editor       = {Jos{\'{e}} Braz and
                  Sebastiano Battiato and
                  Francisco H. Imai},
  title        = {A Generic Probabilistic Graphical Model for Region-based Scene Interpretation},
  booktitle    = {{VISAPP} 2015 - Proceedings of the 10th International Conference on
                  Computer Vision Theory and Applications, Volume 2, Berlin, Germany,
                  11-14 March, 2015},
  pages        = {486--491},
  publisher    = {SciTePress},
  year         = {2015},
  url          = {https://doi.org/10.5220/0005341004860491},
  doi          = {10.5220/0005341004860491},
  timestamp    = {Wed, 24 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/visapp/Yang15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/AlJaddaKOGMRKYR15,
  author       = {Khalifeh AlJadda and
                  Mohammed Korayem and
                  Camilo Ortiz and
                  Trey Grainger and
                  John A. Miller and
                  Khaled Rasheed and
                  Krys J. Kochut and
                  William S. York and
                  Ren{\'{e}} Ranzinger and
                  Melody P. Porterfield},
  title        = {Mining Massive Hierarchical Data Using a Scalable Probabilistic Graphical
                  Model},
  journal      = {CoRR},
  volume       = {abs/1512.08525},
  year         = {2015},
  url          = {http://arxiv.org/abs/1512.08525},
  eprinttype    = {arXiv},
  eprint       = {1512.08525},
  timestamp    = {Thu, 11 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/AlJaddaKOGMRKYR15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/SouzaSPM15,
  author       = {Murilo Zangari de Souza and
                  Roberto Santana and
                  Aurora Trinidad Ramirez Pozo and
                  Alexander Mendiburu},
  title        = {{MOEA/D-GM:} Using probabilistic graphical models in {MOEA/D} for
                  solving combinatorial optimization problems},
  journal      = {CoRR},
  volume       = {abs/1511.05625},
  year         = {2015},
  url          = {http://arxiv.org/abs/1511.05625},
  eprinttype    = {arXiv},
  eprint       = {1511.05625},
  timestamp    = {Wed, 12 Apr 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/SouzaSPM15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/basesearch/Liu14b,
  author       = {Qiang Liu},
  title        = {Reasoning and Decisions in Probabilistic Graphical Models - {A} Unified
                  Framework},
  school       = {University of California, Irvine, {USA}},
  year         = {2014},
  url          = {http://www.escholarship.org/uc/item/92p8w3xb},
  timestamp    = {Wed, 25 Jul 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/basesearch/Liu14b.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/dnb/Praveen14,
  author       = {Paurush Praveen},
  title        = {Reverse engineering of biological signaling networks via integration
                  of data and knowledge using probabilistic graphical models},
  school       = {University of Bonn},
  year         = {2014},
  url          = {http://hss.ulb.uni-bonn.de/2014/3795/3795.htm},
  urn          = {urn:nbn:de:hbz:5n-37952},
  timestamp    = {Sat, 17 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/dnb/Praveen14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/ndltd/Liu14b,
  author       = {Ying Liu},
  title        = {Probabilistic graphical models: distributed inference and learning
                  models with small feedback vertex sets},
  school       = {Massachusetts Institute of Technology, Cambridge, MA, {USA}},
  year         = {2014},
  url          = {https://hdl.handle.net/1721.1/89994},
  timestamp    = {Wed, 04 May 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/ndltd/Liu14b.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cce/MoriMY14,
  author       = {Junichi Mori and
                  Vladimir Mahalec and
                  Jie Yu},
  title        = {Identification of probabilistic graphical network model for root-cause
                  diagnosis in industrial processes},
  journal      = {Comput. Chem. Eng.},
  volume       = {71},
  pages        = {171--209},
  year         = {2014},
  url          = {https://doi.org/10.1016/j.compchemeng.2014.07.022},
  doi          = {10.1016/J.COMPCHEMENG.2014.07.022},
  timestamp    = {Fri, 29 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/cce/MoriMY14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/fcsc/LiuYLZLW14,
  author       = {Weiyi Liu and
                  Kun Yue and
                  Hui Liu and
                  Ping Zhang and
                  Suiye Liu and
                  Qianyi Wang},
  title        = {Associative categorization of frequent patterns based on the probabilistic
                  graphical model},
  journal      = {Frontiers Comput. Sci.},
  volume       = {8},
  number       = {2},
  pages        = {265--278},
  year         = {2014},
  url          = {https://doi.org/10.1007/s11704-014-3173-z},
  doi          = {10.1007/S11704-014-3173-Z},
  timestamp    = {Mon, 19 Feb 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/fcsc/LiuYLZLW14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijcv/BadrinarayananBC14,
  author       = {Vijay Badrinarayanan and
                  Ignas Budvytis and
                  Roberto Cipolla},
  title        = {Mixture of Trees Probabilistic Graphical Model for Video Segmentation},
  journal      = {Int. J. Comput. Vis.},
  volume       = {110},
  number       = {1},
  pages        = {14--29},
  year         = {2014},
  url          = {https://doi.org/10.1007/s11263-013-0673-5},
  doi          = {10.1007/S11263-013-0673-5},
  timestamp    = {Fri, 13 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ijcv/BadrinarayananBC14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcphy/WanZ14,
  author       = {Jiang Wan and
                  Nicholas Zabaras},
  title        = {A probabilistic graphical model based stochastic input model construction},
  journal      = {J. Comput. Phys.},
  volume       = {272},
  pages        = {664--685},
  year         = {2014},
  url          = {https://doi.org/10.1016/j.jcp.2014.05.002},
  doi          = {10.1016/J.JCP.2014.05.002},
  timestamp    = {Wed, 19 Feb 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jcphy/WanZ14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pr/Benitez-QuirozRGM14,
  author       = {Carlos F. Benitez{-}Quiroz and
                  Samuel Rivera and
                  Paulo F. U. Gotardo and
                  Aleix M. Mart{\'{\i}}nez},
  title        = {Salient and non-salient fiducial detection using a probabilistic graphical
                  model},
  journal      = {Pattern Recognit.},
  volume       = {47},
  number       = {1},
  pages        = {208--215},
  year         = {2014},
  url          = {https://doi.org/10.1016/j.patcog.2013.06.013},
  doi          = {10.1016/J.PATCOG.2013.06.013},
  timestamp    = {Mon, 24 Feb 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/pr/Benitez-QuirozRGM14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/DallaireGC14,
  author       = {Patrick Dallaire and
                  Philippe Gigu{\`{e}}re and
                  Brahim Chaib{-}draa},
  editor       = {Carla E. Brodley and
                  Peter Stone},
  title        = {Learning the Structure of Probabilistic Graphical Models with an Extended
                  Cascading Indian Buffet Process},
  booktitle    = {Proceedings of the Twenty-Eighth {AAAI} Conference on Artificial Intelligence,
                  July 27 -31, 2014, Qu{\'{e}}bec City, Qu{\'{e}}bec, Canada},
  pages        = {1774--1780},
  publisher    = {{AAAI} Press},
  year         = {2014},
  url          = {https://doi.org/10.1609/aaai.v28i1.8980},
  doi          = {10.1609/AAAI.V28I1.8980},
  timestamp    = {Mon, 04 Sep 2023 15:06:24 +0200},
  biburl       = {https://dblp.org/rec/conf/aaai/DallaireGC14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bcb/Cardenas-Ovando14,
  author       = {Roberto A. C{\'{a}}rdenas{-}Ovando and
                  H{\'{e}}ctor A. Rueda{-}Z{\'{a}}rate and
                  Julieta Noguez{-}Monroy and
                  Claudia Rangel{-}Escare{\~{n}}o},
  editor       = {Pierre Baldi and
                  Wei Wang},
  title        = {Dose and time relationship through probabilistic graphical models
                  of gene expression time course toxicogenomics data},
  booktitle    = {Proceedings of the 5th {ACM} Conference on Bioinformatics, Computational
                  Biology, and Health Informatics, {BCB} '14, Newport Beach, California,
                  USA, September 20-23, 2014},
  pages        = {594--595},
  publisher    = {{ACM}},
  year         = {2014},
  url          = {https://doi.org/10.1145/2649387.2660793},
  doi          = {10.1145/2649387.2660793},
  timestamp    = {Tue, 06 Nov 2018 16:59:10 +0100},
  biburl       = {https://dblp.org/rec/conf/bcb/Cardenas-Ovando14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bigdataconf/AlJaddaKOGMY14,
  author       = {Khalifeh AlJadda and
                  Mohammed Korayem and
                  Camilo Ortiz and
                  Trey Grainger and
                  John A. Miller and
                  William S. York},
  editor       = {Jimmy Lin and
                  Jian Pei and
                  Xiaohua Hu and
                  Wo Chang and
                  Raghunath Nambiar and
                  Charu C. Aggarwal and
                  Nick Cercone and
                  Vasant G. Honavar and
                  Jun Huan and
                  Bamshad Mobasher and
                  Saumyadipta Pyne},
  title        = {{PGMHD:} {A} scalable probabilistic graphical model for massive hierarchical
                  data problems},
  booktitle    = {2014 {IEEE} International Conference on Big Data {(IEEE} BigData 2014),
                  Washington, DC, USA, October 27-30, 2014},
  pages        = {55--60},
  publisher    = {{IEEE} Computer Society},
  year         = {2014},
  url          = {https://doi.org/10.1109/BigData.2014.7004213},
  doi          = {10.1109/BIGDATA.2014.7004213},
  timestamp    = {Thu, 11 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/bigdataconf/AlJaddaKOGMY14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cbms/DiasGPGR14,
  author       = {Cl{\'{a}}udia Camila Dias and
                  Cristina Granja and
                  Altamiro da Costa Pereira and
                  Jo{\~{a}}o Gama and
                  Pedro Pereira Rodrigues},
  title        = {Using Probabilistic Graphical Models to Enhance the Prognosis of Health-Related
                  Quality of Life in Adult Survivors of Critical Illness},
  booktitle    = {2014 {IEEE} 27th International Symposium on Computer-Based Medical
                  Systems, New York, NY, USA, May 27-29, 2014},
  pages        = {56--61},
  publisher    = {{IEEE} Computer Society},
  year         = {2014},
  url          = {https://doi.org/10.1109/CBMS.2014.31},
  doi          = {10.1109/CBMS.2014.31},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/cbms/DiasGPGR14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eccv/DemirkusPCA14,
  author       = {Meltem Demirkus and
                  Doina Precup and
                  James J. Clark and
                  Tal Arbel},
  editor       = {David J. Fleet and
                  Tom{\'{a}}s Pajdla and
                  Bernt Schiele and
                  Tinne Tuytelaars},
  title        = {Probabilistic Temporal Head Pose Estimation Using a Hierarchical Graphical
                  Model},
  booktitle    = {Computer Vision - {ECCV} 2014 - 13th European Conference, Zurich,
                  Switzerland, September 6-12, 2014, Proceedings, Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {8689},
  pages        = {328--344},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-10590-1\_22},
  doi          = {10.1007/978-3-319-10590-1\_22},
  timestamp    = {Sat, 30 Sep 2023 09:39:19 +0200},
  biburl       = {https://dblp.org/rec/conf/eccv/DemirkusPCA14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icfhr/KhemiriKB14,
  author       = {Akram Khemiri and
                  Afef Kacem and
                  Abdel Bela{\"{\i}}d},
  title        = {Towards Arabic Handwritten Word Recognition via Probabilistic Graphical
                  Models},
  booktitle    = {14th International Conference on Frontiers in Handwriting Recognition,
                  {ICFHR} 2014, Crete, Greece, September 1-4, 2014},
  pages        = {678--683},
  publisher    = {{IEEE} Computer Society},
  year         = {2014},
  url          = {https://doi.org/10.1109/ICFHR.2014.119},
  doi          = {10.1109/ICFHR.2014.119},
  timestamp    = {Sun, 17 Dec 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icfhr/KhemiriKB14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icmlc/BeheshtiL14,
  author       = {Maedeh Beheshti and
                  Alan Wee{-}Chung Liew},
  editor       = {Xizhao Wang and
                  Witold Pedrycz and
                  Patrick P. K. Chan and
                  Qiang He},
  title        = {Image Segmentation Based on Graph-Cut Models and Probabilistic Graphical
                  Models: {A} Comparative Study},
  booktitle    = {Machine Learning and Cybernetics - 13th International Conference,
                  Lanzhou, China, July 13-16, 2014. Proceedings},
  series       = {Communications in Computer and Information Science},
  volume       = {481},
  pages        = {371--378},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-662-45652-1\_37},
  doi          = {10.1007/978-3-662-45652-1\_37},
  timestamp    = {Sun, 04 Jun 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icmlc/BeheshtiL14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/RuffaldiPFA14,
  author       = {Emanuele Ruffaldi and
                  Lorenzo Peppoloni and
                  Alessandro Filippeschi and
                  Carlo Alberto Avizzano},
  title        = {A novel approach to motion tracking with wearable sensors based on
                  Probabilistic Graphical Models},
  booktitle    = {2014 {IEEE} International Conference on Robotics and Automation, {ICRA}
                  2014, Hong Kong, China, May 31 - June 7, 2014},
  pages        = {1247--1252},
  publisher    = {{IEEE}},
  year         = {2014},
  url          = {https://doi.org/10.1109/ICRA.2014.6907013},
  doi          = {10.1109/ICRA.2014.6907013},
  timestamp    = {Mon, 26 Sep 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icra/RuffaldiPFA14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/MizrahiDF14,
  author       = {Yariv Dror Mizrahi and
                  Misha Denil and
                  Nando de Freitas},
  editor       = {Zoubin Ghahramani and
                  Max Welling and
                  Corinna Cortes and
                  Neil D. Lawrence and
                  Kilian Q. Weinberger},
  title        = {Distributed Parameter Estimation in Probabilistic Graphical Models},
  booktitle    = {Advances in Neural Information Processing Systems 27: Annual Conference
                  on Neural Information Processing Systems 2014, December 8-13 2014,
                  Montreal, Quebec, Canada},
  pages        = {1700--1708},
  year         = {2014},
  url          = {https://proceedings.neurips.cc/paper/2014/hash/5705e1164a8394aace6018e27d20d237-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/MizrahiDF14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/MohanP14,
  author       = {Karthika Mohan and
                  Judea Pearl},
  editor       = {Zoubin Ghahramani and
                  Max Welling and
                  Corinna Cortes and
                  Neil D. Lawrence and
                  Kilian Q. Weinberger},
  title        = {Graphical Models for Recovering Probabilistic and Causal Queries from
                  Missing Data},
  booktitle    = {Advances in Neural Information Processing Systems 27: Annual Conference
                  on Neural Information Processing Systems 2014, December 8-13 2014,
                  Montreal, Quebec, Canada},
  pages        = {1520--1528},
  year         = {2014},
  url          = {https://proceedings.neurips.cc/paper/2014/hash/31839b036f63806cba3f47b93af8ccb5-Abstract.html},
  timestamp    = {Thu, 21 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/MohanP14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/AlbrechtNW14,
  author       = {David W. Albrecht and
                  Ann E. Nicholson and
                  Chris Whittle},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {Structural Sensitivity for the Knowledge Engineering of Bayesian Networks},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {1--16},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_1},
  doi          = {10.1007/978-3-319-11433-0\_1},
  timestamp    = {Sat, 19 Oct 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/AlbrechtNW14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/AriasGNP14,
  author       = {Jacinto Arias and
                  Jos{\'{e}} A. G{\'{a}}mez and
                  Thomas D. Nielsen and
                  Jos{\'{e}} Miguel Puerta},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {A Pairwise Class Interaction Framework for Multilabel Classification},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {17--32},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_2},
  doi          = {10.1007/978-3-319-11433-0\_2},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/AriasGNP14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/BendtsenP14,
  author       = {Marcus Bendtsen and
                  Jos{\'{e}} M. Pe{\~{n}}a},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {Learning Gated Bayesian Networks for Algorithmic Trading},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {49--64},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_4},
  doi          = {10.1007/978-3-319-11433-0\_4},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/BendtsenP14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/BoltR14,
  author       = {Janneke H. Bolt and
                  Silja Renooij},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {Local Sensitivity of Bayesian Networks to Multiple Simultaneous Parameter
                  Shifts},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {65--80},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_5},
  doi          = {10.1007/978-3-319-11433-0\_5},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/BoltR14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/BoomBCC14,
  author       = {Cedric De Boom and
                  Jasper De Bock and
                  Arthur Van Camp and
                  Gert de Cooman},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {Robustifying the Viterbi Algorithm},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {160--175},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_11},
  doi          = {10.1007/978-3-319-11433-0\_11},
  timestamp    = {Wed, 25 Sep 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/BoomBCC14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/ButzOM14,
  author       = {Cory J. Butz and
                  Jhonatan de S. Oliveira and
                  Anders L. Madsen},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {Bayesian Network Inference Using Marginal Trees},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {81--96},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_6},
  doi          = {10.1007/978-3-319-11433-0\_6},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/ButzOM14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/CabanasCGM14,
  author       = {Rafael Caba{\~{n}}as and
                  Andr{\'{e}}s Cano and
                  Manuel G{\'{o}}mez{-}Olmedo and
                  Anders L. Madsen},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {On SPI-Lazy Evaluation of Influence Diagrams},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {97--112},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_7},
  doi          = {10.1007/978-3-319-11433-0\_7},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/CabanasCGM14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/CamposCCZ14,
  author       = {Cassio P. de Campos and
                  Marco Cuccu and
                  Giorgio Corani and
                  Marco Zaffalon},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {Extended Tree Augmented Naive Classifier},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {176--189},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_12},
  doi          = {10.1007/978-3-319-11433-0\_12},
  timestamp    = {Mon, 05 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/CamposCCZ14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/CanoGMP14,
  author       = {Andr{\'{e}}s Cano and
                  Manuel G{\'{o}}mez{-}Olmedo and
                  Seraf{\'{\i}}n Moral and
                  Cora B. P{\'{e}}rez{-}Ariza},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {Extended Probability Trees for Probabilistic Graphical Models},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {113--128},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_8},
  doi          = {10.1007/978-3-319-11433-0\_8},
  timestamp    = {Tue, 21 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/CanoGMP14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/Cobb14,
  author       = {Barry R. Cobb},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {Mixture of Polynomials Probability Distributions for Grouped Sample
                  Data},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {129--144},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_9},
  doi          = {10.1007/978-3-319-11433-0\_9},
  timestamp    = {Fri, 26 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/Cobb14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/CoraniAMG14,
  author       = {Giorgio Corani and
                  Alessandro Antonucci and
                  Denis Deratani Mau{\'{a}} and
                  Sandra Gabaglio},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {Trading off Speed and Accuracy in Multilabel Classification},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {145--159},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_10},
  doi          = {10.1007/978-3-319-11433-0\_10},
  timestamp    = {Sat, 09 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/CoraniAMG14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/FernandezRSS14,
  author       = {Antonio Fern{\'{a}}ndez and
                  Rafael Rum{\'{\i}} and
                  Jos{\'{e}} del Sagrado and
                  Antonio Salmer{\'{o}}n},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {Supervised Classification Using Hybrid Probabilistic Decision Graphs},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {206--221},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_14},
  doi          = {10.1007/978-3-319-11433-0\_14},
  timestamp    = {Fri, 26 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/FernandezRSS14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/HeijdenH14,
  author       = {Maarten van der Heijden and
                  Arjen Hommersom},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {Causal Independence Models for Continuous Time Bayesian Networks},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {503--518},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_33},
  doi          = {10.1007/978-3-319-11433-0\_33},
  timestamp    = {Fri, 26 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/HeijdenH14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/HullamA14,
  author       = {G{\'{a}}bor Hull{\'{a}}m and
                  Peter Antal},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {Towards a Bayesian Decision Theoretic Analysis of Contextual Effect
                  Modifiers},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {222--237},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_15},
  doi          = {10.1007/978-3-319-11433-0\_15},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/HullamA14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/JonghD14,
  author       = {Martijn de Jongh and
                  Marek J. Druzdzel},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {Evaluation of Rules for Coping with Insufficient Data in Constraint-Based
                  Search Algorithms},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {190--205},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_13},
  doi          = {10.1007/978-3-319-11433-0\_13},
  timestamp    = {Fri, 26 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/JonghD14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/KraisangkaD14,
  author       = {Jidapa Kraisangka and
                  Marek J. Druzdzel},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {Discrete Bayesian Network Interpretation of the Cox's Proportional
                  Hazards Model},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {238--253},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_16},
  doi          = {10.1007/978-3-319-11433-0\_16},
  timestamp    = {Fri, 26 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/KraisangkaD14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/Kwisthout14,
  author       = {Johan Kwisthout},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {Minimizing Relative Entropy in Hierarchical Predictive Coding},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {254--270},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_17},
  doi          = {10.1007/978-3-319-11433-0\_17},
  timestamp    = {Fri, 26 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/Kwisthout14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/Kwisthout14a,
  author       = {Johan Kwisthout},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {Treewidth and the Computational Complexity of {MAP} Approximations},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {271--285},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_18},
  doi          = {10.1007/978-3-319-11433-0\_18},
  timestamp    = {Fri, 26 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/Kwisthout14a.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/MadsenJKS14,
  author       = {Anders L. Madsen and
                  Frank Jensen and
                  Martin Karlsen and
                  Nicolaj S{\o}ndberg{-}Jeppesen},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {Bayesian Networks with Function Nodes},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {286--301},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_19},
  doi          = {10.1007/978-3-319-11433-0\_19},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/MadsenJKS14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/MadsenJSKLN14,
  author       = {Anders L. Madsen and
                  Frank Jensen and
                  Antonio Salmer{\'{o}}n and
                  Martin Karlsen and
                  Helge Langseth and
                  Thomas D. Nielsen},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {A New Method for Vertical Parallelisation of {TAN} Learning Based
                  on Balanced Incomplete Block Designs},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {302--317},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_20},
  doi          = {10.1007/978-3-319-11433-0\_20},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/MadsenJSKLN14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/Maua14,
  author       = {Denis Deratani Mau{\'{a}}},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {Equivalences between Maximum a Posteriori Inference in Bayesian Networks
                  and Maximum Expected Utility Computation in Influence Diagrams},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {318--333},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_21},
  doi          = {10.1007/978-3-319-11433-0\_21},
  timestamp    = {Fri, 26 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/Maua14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/MauaC14,
  author       = {Denis Deratani Mau{\'{a}} and
                  F{\'{a}}bio Gagliardi Cozman},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {Speeding Up k-Neighborhood Local Search in Limited Memory Influence
                  Diagrams},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {334--349},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_22},
  doi          = {10.1007/978-3-319-11433-0\_22},
  timestamp    = {Fri, 26 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/MauaC14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/MeertV14,
  author       = {Wannes Meert and
                  Joost Vennekens},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {Inhibited Effects in CP-Logic},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {350--365},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_23},
  doi          = {10.1007/978-3-319-11433-0\_23},
  timestamp    = {Fri, 26 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/MeertV14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/MradDPL14,
  author       = {Ali Ben Mrad and
                  V{\'{e}}ronique Delcroix and
                  Sylvain Piechowiak and
                  Philip Leicester},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {From Information to Evidence in a Bayesian Network},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {33--48},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_3},
  doi          = {10.1007/978-3-319-11433-0\_3},
  timestamp    = {Mon, 05 Jun 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/MradDPL14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/NowakD14,
  author       = {Krzysztof Nowak and
                  Marek J. Druzdzel},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {Learning Parameters in Canonical Models Using Weighted Least Squares},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {366--381},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_24},
  doi          = {10.1007/978-3-319-11433-0\_24},
  timestamp    = {Fri, 26 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/NowakD14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/Pena14,
  author       = {Jos{\'{e}} M. Pe{\~{n}}a},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {Learning Marginal {AMP} Chain Graphs under Faithfulness},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {382--395},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_25},
  doi          = {10.1007/978-3-319-11433-0\_25},
  timestamp    = {Fri, 26 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/Pena14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/PerezBL14,
  author       = {Aritz P{\'{e}}rez and
                  Christian Blum and
                  Jos{\'{e}} Antonio Lozano},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {Learning Maximum Weighted (k+1)-Order Decomposable Graphs by Integer
                  Linear Programming},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {396--408},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_26},
  doi          = {10.1007/978-3-319-11433-0\_26},
  timestamp    = {Fri, 23 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/PerezBL14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/Ramirez-CoronaSM14,
  author       = {Mallinali Ram{\'{\i}}rez{-}Corona and
                  Luis Enrique Sucar and
                  Eduardo F. Morales},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {Multi-label Classification for Tree and Directed Acyclic Graphs Hierarchies},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {409--425},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_27},
  doi          = {10.1007/978-3-319-11433-0\_27},
  timestamp    = {Mon, 19 Apr 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/Ramirez-CoronaSM14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/ScanagattaCZ14,
  author       = {Mauro Scanagatta and
                  Cassio P. de Campos and
                  Marco Zaffalon},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {Min-BDeu and Max-BDeu Scores for Learning Bayesian Networks},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {426--441},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_28},
  doi          = {10.1007/978-3-319-11433-0\_28},
  timestamp    = {Mon, 05 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/ScanagattaCZ14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/SokolovaGCH14,
  author       = {Elena Sokolova and
                  Perry Groot and
                  Tom Claassen and
                  Tom Heskes},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {Causal Discovery from Databases with Discrete and Continuous Variables},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {442--457},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_29},
  doi          = {10.1007/978-3-319-11433-0\_29},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/SokolovaGCH14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/Sonntag14,
  author       = {Dag Sonntag},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {On Expressiveness of the {AMP} Chain Graph Interpretation},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {458--470},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_30},
  doi          = {10.1007/978-3-319-11433-0\_30},
  timestamp    = {Fri, 26 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/Sonntag14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/Suzuki14,
  author       = {Joe Suzuki},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {Learning Bayesian Network Structures When Discrete and Continuous
                  Variables Are Present},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {471--486},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_31},
  doi          = {10.1007/978-3-319-11433-0\_31},
  timestamp    = {Fri, 26 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/Suzuki14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/TriantafilouTR14,
  author       = {Sofia Triantafilou and
                  Ioannis Tsamardinos and
                  Anna Roumpelaki},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {Learning Neighborhoods of High Confidence in Constraint-Based Causal
                  Discovery},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {487--502},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_32},
  doi          = {10.1007/978-3-319-11433-0\_32},
  timestamp    = {Fri, 26 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/TriantafilouTR14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/VarandoBL14,
  author       = {Gherardo Varando and
                  Concha Bielza and
                  Pedro Larra{\~{n}}aga},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {Expressive Power of Binary Relevance and Chain Classifiers Based on
                  Bayesian Networks for Multi-label Classification},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {519--534},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_34},
  doi          = {10.1007/978-3-319-11433-0\_34},
  timestamp    = {Sat, 19 Oct 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/VarandoBL14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/VomlelT14,
  author       = {Jir{\'{\i}} Vomlel and
                  Petr Tichavsk{\'{y}}},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {An Approximate Tensor-Based Inference Method Applied to the Game of
                  Minesweeper},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {535--550},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_35},
  doi          = {10.1007/978-3-319-11433-0\_35},
  timestamp    = {Wed, 07 Dec 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/VomlelT14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/XiangL14,
  author       = {Yang Xiang and
                  Qing Liu},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {Compression of Bayesian Networks with {NIN-AND} Tree Modeling},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {551--566},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_36},
  doi          = {10.1007/978-3-319-11433-0\_36},
  timestamp    = {Fri, 26 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/XiangL14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/ZhangWC14,
  author       = {Nevin Lianwen Zhang and
                  Xiaofei Wang and
                  Peixian Chen},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {A Study of Recently Discovered Equalities about Latent Tree Models
                  Using Inverse Edges},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {567--580},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_37},
  doi          = {10.1007/978-3-319-11433-0\_37},
  timestamp    = {Thu, 15 Jun 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/ZhangWC14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/ZhouFN14,
  author       = {Yun Zhou and
                  Norman E. Fenton and
                  Martin Neil},
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {An Extended {MPL-C} Model for Bayesian Network Parameter Learning
                  with Exterior Constraints},
  booktitle    = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  pages        = {581--596},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0\_38},
  doi          = {10.1007/978-3-319-11433-0\_38},
  timestamp    = {Fri, 02 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/ZhouFN14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/ShalemBGB14,
  author       = {Bar Shalem and
                  Yoram Bachrach and
                  John Guiver and
                  Christopher M. Bishop},
  editor       = {Toon Calders and
                  Floriana Esposito and
                  Eyke H{\"{u}}llermeier and
                  Rosa Meo},
  title        = {Students, Teachers, Exams and MOOCs: Predicting and Optimizing Attainment
                  in Web-Based Education Using a Probabilistic Graphical Model},
  booktitle    = {Machine Learning and Knowledge Discovery in Databases - European Conference,
                  {ECML} {PKDD} 2014, Nancy, France, September 15-19, 2014. Proceedings,
                  Part {III}},
  series       = {Lecture Notes in Computer Science},
  volume       = {8726},
  pages        = {82--97},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-662-44845-8\_6},
  doi          = {10.1007/978-3-662-44845-8\_6},
  timestamp    = {Thu, 31 Oct 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pkdd/ShalemBGB14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/MatsubaraGK14,
  author       = {Takamitsu Matsubara and
                  Vicen{\c{c}} G{\'{o}}mez and
                  Hilbert J. Kappen},
  editor       = {Nevin L. Zhang and
                  Jin Tian},
  title        = {Latent Kullback Leibler Control for Continuous-State Systems using
                  Probabilistic Graphical Models},
  booktitle    = {Proceedings of the Thirtieth Conference on Uncertainty in Artificial
                  Intelligence, {UAI} 2014, Quebec City, Quebec, Canada, July 23-27,
                  2014},
  pages        = {583--592},
  publisher    = {{AUAI} Press},
  year         = {2014},
  url          = {https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1\&smnu=2\&article\_id=2494\&proceeding\_id=30},
  timestamp    = {Wed, 03 Feb 2021 11:09:27 +0100},
  biburl       = {https://dblp.org/rec/conf/uai/MatsubaraGK14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wsdm/Dutta14,
  author       = {Arnab Kumar Dutta},
  editor       = {Ben Carterette and
                  Fernando Diaz and
                  Carlos Castillo and
                  Donald Metzler},
  title        = {Integration of large scale knowledge bases using probabilistic graphical
                  models},
  booktitle    = {Seventh {ACM} International Conference on Web Search and Data Mining,
                  {WSDM} 2014, New York, NY, USA, February 24-28, 2014},
  pages        = {643--648},
  publisher    = {{ACM}},
  year         = {2014},
  url          = {https://doi.org/10.1145/2556195.2556202},
  doi          = {10.1145/2556195.2556202},
  timestamp    = {Tue, 21 May 2019 11:38:33 +0200},
  biburl       = {https://dblp.org/rec/conf/wsdm/Dutta14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/crc/chb/Pearl14,
  author       = {Judea Pearl},
  editor       = {Teofilo F. Gonzalez and
                  Jorge Diaz{-}Herrera and
                  Allen Tucker},
  title        = {Graphical Models for Probabilistic and Causal Reasoning},
  booktitle    = {Computing Handbook, Third Edition: Computer Science and Software Engineering},
  pages        = {44: 1--24},
  publisher    = {{CRC} Press},
  year         = {2014},
  timestamp    = {Tue, 17 Jun 2014 14:00:46 +0200},
  biburl       = {https://dblp.org/rec/books/crc/chb/Pearl14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/pgm/2014,
  editor       = {Linda C. van der Gaag and
                  A. J. Feelders},
  title        = {Probabilistic Graphical Models - 7th European Workshop, {PGM} 2014,
                  Utrecht, The Netherlands, September 17-19, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8754},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11433-0},
  doi          = {10.1007/978-3-319-11433-0},
  isbn         = {978-3-319-11432-3},
  timestamp    = {Tue, 14 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/2014.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:reference/snam/Srihari14,
  author       = {Sargur N. Srihari},
  title        = {Probabilistic Graphical Models},
  booktitle    = {Encyclopedia of Social Network Analysis and Mining},
  pages        = {1388--1402},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-1-4614-6170-8\_156},
  doi          = {10.1007/978-1-4614-6170-8\_156},
  timestamp    = {Wed, 12 Jul 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/reference/snam/Srihari14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/AlJaddaKOGMY14,
  author       = {Khalifeh AlJadda and
                  Mohammed Korayem and
                  Camilo Ortiz and
                  Trey Grainger and
                  John A. Miller and
                  William S. York},
  title        = {{PGMHD:} {A} Scalable Probabilistic Graphical Model for Massive Hierarchical
                  Data Problems},
  journal      = {CoRR},
  volume       = {abs/1407.5656},
  year         = {2014},
  url          = {http://arxiv.org/abs/1407.5656},
  eprinttype    = {arXiv},
  eprint       = {1407.5656},
  timestamp    = {Thu, 11 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/AlJaddaKOGMY14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/BroeckN14,
  author       = {Guy Van den Broeck and
                  Mathias Niepert},
  title        = {Lifted Probabilistic Inference for Asymmetric Graphical Models},
  journal      = {CoRR},
  volume       = {abs/1412.0315},
  year         = {2014},
  url          = {http://arxiv.org/abs/1412.0315},
  eprinttype    = {arXiv},
  eprint       = {1412.0315},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/BroeckN14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/DremeauSXS14,
  author       = {Ang{\'{e}}lique Dremeau and
                  Christophe Sch{\"{u}}lke and
                  Yingying Xu and
                  Devavrat Shah},
  title        = {Statistical inference with probabilistic graphical models},
  journal      = {CoRR},
  volume       = {abs/1409.4928},
  year         = {2014},
  url          = {http://arxiv.org/abs/1409.4928},
  eprinttype    = {arXiv},
  eprint       = {1409.4928},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/DremeauSXS14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MatsubaraGK14,
  author       = {Takamitsu Matsubara and
                  Vicen{\c{c}} G{\'{o}}mez and
                  Hilbert J. Kappen},
  title        = {Latent Kullback Leibler Control for Continuous-State Systems using
                  Probabilistic Graphical Models},
  journal      = {CoRR},
  volume       = {abs/1406.0993},
  year         = {2014},
  url          = {http://arxiv.org/abs/1406.0993},
  eprinttype    = {arXiv},
  eprint       = {1406.0993},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/MatsubaraGK14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/dnb/Kausler13,
  author       = {Bernhard X. Kausler},
  title        = {Tracking-by-assignment as a probabilistic graphical model with applications
                  in developmental biology},
  school       = {Heidelberg University},
  year         = {2013},
  url          = {https://d-nb.info/104163630X},
  timestamp    = {Sat, 17 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/dnb/Kausler13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/dnb/Oberhoff13,
  author       = {Daniel Oberhoff},
  title        = {Hierarchical probabilistic graphical models for image recognition},
  school       = {University of Ulm},
  year         = {2013},
  url          = {http://vts.uni-ulm.de/docs/2013/8420/vts\_8420\_12406.pdf},
  urn          = {urn:nbn:de:bsz:289-vts-84203},
  timestamp    = {Sat, 17 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/dnb/Oberhoff13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/hal/Ayadi13,
  author       = {Ines Ayadi},
  title        = {Optimisation des politiques de maintenance pr{\'{e}}ventive dans
                  un cadre de mod{\'{e}}lisation par mod{\`{e}}les graphiques probabilistes.
                  (Optimization of Preventive Maintenance Policies in a context of modelisation
                  by probabilistic graphical models)},
  school       = {University of Paris-Est, France},
  year         = {2013},
  url          = {https://tel.archives-ouvertes.fr/tel-01274312},
  timestamp    = {Tue, 21 Jul 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/hal/Ayadi13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@book{DBLP:series/synthesis/2013Dechter,
  author       = {Rina Dechter},
  title        = {Reasoning with Probabilistic and Deterministic Graphical Models: Exact
                  Algorithms},
  series       = {Synthesis Lectures on Artificial Intelligence and Machine Learning},
  publisher    = {Morgan {\&} Claypool Publishers},
  year         = {2013},
  url          = {https://doi.org/10.2200/S00529ED1V01Y201308AIM023},
  doi          = {10.2200/S00529ED1V01Y201308AIM023},
  isbn         = {978-3-031-01566-3},
  timestamp    = {Mon, 23 Oct 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/series/synthesis/2013Dechter.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcphy/WanZ13,
  author       = {Jiang Wan and
                  Nicholas Zabaras},
  title        = {A probabilistic graphical model approach to stochastic multiscale
                  partial differential equations},
  journal      = {J. Comput. Phys.},
  volume       = {250},
  pages        = {477--510},
  year         = {2013},
  url          = {https://doi.org/10.1016/j.jcp.2013.05.016},
  doi          = {10.1016/J.JCP.2013.05.016},
  timestamp    = {Wed, 19 Feb 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jcphy/WanZ13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/SteimerD13,
  author       = {Andreas Steimer and
                  Rodney J. Douglas},
  title        = {Spike-Based Probabilistic Inference in Analog Graphical Models Using
                  Interspike-Interval Coding},
  journal      = {Neural Comput.},
  volume       = {25},
  number       = {9},
  pages        = {2303--2354},
  year         = {2013},
  url          = {https://doi.org/10.1162/NECO\_a\_00477},
  doi          = {10.1162/NECO\_A\_00477},
  timestamp    = {Tue, 01 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/neco/SteimerD13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/IEEEwisa/LiHGC13,
  author       = {Hongmei Li and
                  Wenning Hao and
                  Wenyan Gan and
                  Gang Chen},
  title        = {Survey of Probabilistic Graphical Models},
  booktitle    = {2013 10th Web Information System and Application Conference, Yangzhou,
                  China, November 10-15, 2013},
  pages        = {275--280},
  publisher    = {{IEEE} Computer Society},
  year         = {2013},
  url          = {https://doi.org/10.1109/WISA.2013.59},
  doi          = {10.1109/WISA.2013.59},
  timestamp    = {Sun, 06 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/IEEEwisa/LiHGC13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/SalekBK13,
  author       = {Mahyar Salek and
                  Yoram Bachrach and
                  Peter B. Key},
  editor       = {Marie desJardins and
                  Michael L. Littman},
  title        = {Hotspotting - {A} Probabilistic Graphical Model For Image Object Localization
                  Through Crowdsourcing},
  booktitle    = {Proceedings of the Twenty-Seventh {AAAI} Conference on Artificial
                  Intelligence, July 14-18, 2013, Bellevue, Washington, {USA}},
  pages        = {1156--1162},
  publisher    = {{AAAI} Press},
  year         = {2013},
  url          = {https://doi.org/10.1609/aaai.v27i1.8465},
  doi          = {10.1609/AAAI.V27I1.8465},
  timestamp    = {Mon, 04 Sep 2023 15:56:33 +0200},
  biburl       = {https://dblp.org/rec/conf/aaai/SalekBK13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/VenugopalG13,
  author       = {Deepak Venugopal and
                  Vibhav Gogate},
  editor       = {Marie desJardins and
                  Michael L. Littman},
  title        = {GiSS: Combining Gibbs Sampling and SampleSearch for Inference in Mixed
                  Probabilistic and Deterministic Graphical Models},
  booktitle    = {Proceedings of the Twenty-Seventh {AAAI} Conference on Artificial
                  Intelligence, July 14-18, 2013, Bellevue, Washington, {USA}},
  pages        = {897--904},
  publisher    = {{AAAI} Press},
  year         = {2013},
  url          = {https://doi.org/10.1609/aaai.v27i1.8620},
  doi          = {10.1609/AAAI.V27I1.8620},
  timestamp    = {Mon, 04 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aaai/VenugopalG13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/acl/Lu13,
  author       = {Xia Lu},
  title        = {Exploring Word Order Universals: a Probabilistic Graphical Model Approach},
  booktitle    = {51st Annual Meeting of the Association for Computational Linguistics,
                  {ACL} 2013, Proceedings of the Student Research Workshop, 4-9 August
                  2013, Sofia, Bulgaria},
  pages        = {150--157},
  publisher    = {The Association for Computer Linguistics},
  year         = {2013},
  url          = {https://aclanthology.org/P13-3022/},
  timestamp    = {Fri, 06 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/acl/Lu13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aime/BermejoDGV13,
  author       = {I{\~{n}}igo Bermejo and
                  Francisco Javier D{\'{\i}}ez and
                  Paul Govaerts and
                  Bart Vaerenberg},
  editor       = {Niels Peek and
                  Roque Mar{\'{\i}}n Morales and
                  Mor Peleg},
  title        = {A Probabilistic Graphical Model for Tuning Cochlear Implants},
  booktitle    = {Artificial Intelligence in Medicine - 14th Conference on Artificial
                  Intelligence in Medicine, {AIME} 2013, Murcia, Spain, May 29 - June
                  1, 2013. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {7885},
  pages        = {150--155},
  publisher    = {Springer},
  year         = {2013},
  url          = {https://doi.org/10.1007/978-3-642-38326-7\_23},
  doi          = {10.1007/978-3-642-38326-7\_23},
  timestamp    = {Mon, 22 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aime/BermejoDGV13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/asunam/ZhangDCXCALC13,
  author       = {Kunpeng Zhang and
                  Doug Downey and
                  Zhengzhang Chen and
                  Yusheng Xie and
                  Yu Cheng and
                  Ankit Agrawal and
                  Wei{-}keng Liao and
                  Alok N. Choudhary},
  editor       = {Jon G. Rokne and
                  Christos Faloutsos},
  title        = {A probabilistic graphical model for brand reputation assessment in
                  social networks},
  booktitle    = {Advances in Social Networks Analysis and Mining 2013, {ASONAM} '13,
                  Niagara, ON, Canada - August 25 - 29, 2013},
  pages        = {223--230},
  publisher    = {{ACM}},
  year         = {2013},
  url          = {https://doi.org/10.1145/2492517.2492556},
  doi          = {10.1145/2492517.2492556},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/asunam/ZhangDCXCALC13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cidm/MousaviDRR13,
  author       = {Azadeh Mousavi and
                  Matt Duckham and
                  Kotagiri Ramamohanarao and
                  Abbas Rajabifard},
  title        = {Spatio-temporal event detection using probabilistic graphical models
                  (PGMs)},
  booktitle    = {{IEEE} Symposium on Computational Intelligence and Data Mining, {CIDM}
                  2013, Singapore, 16-19 April, 2013},
  pages        = {81--88},
  publisher    = {{IEEE}},
  year         = {2013},
  url          = {https://doi.org/10.1109/CIDM.2013.6597221},
  doi          = {10.1109/CIDM.2013.6597221},
  timestamp    = {Wed, 16 Oct 2019 14:14:50 +0200},
  biburl       = {https://dblp.org/rec/conf/cidm/MousaviDRR13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecsqaru/ChoiKD13,
  author       = {Arthur Choi and
                  Doga Kisa and
                  Adnan Darwiche},
  editor       = {Linda C. van der Gaag},
  title        = {Compiling Probabilistic Graphical Models Using Sentential Decision
                  Diagrams},
  booktitle    = {Symbolic and Quantitative Approaches to Reasoning with Uncertainty
                  - 12th European Conference, {ECSQARU} 2013, Utrecht, The Netherlands,
                  July 8-10, 2013. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {7958},
  pages        = {121--132},
  publisher    = {Springer},
  year         = {2013},
  url          = {https://doi.org/10.1007/978-3-642-39091-3\_11},
  doi          = {10.1007/978-3-642-39091-3\_11},
  timestamp    = {Tue, 14 May 2019 10:00:54 +0200},
  biburl       = {https://dblp.org/rec/conf/ecsqaru/ChoiKD13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/globecom/Li13,
  author       = {Husheng Li},
  title        = {Privacy Preserving distributed structure learning of probabilistic
                  graphical models},
  booktitle    = {Workshops Proceedings of the Global Communications Conference, {GLOBECOM}
                  2013, Atlanta, GA, USA, December 9-13, 2013},
  pages        = {188--193},
  publisher    = {{IEEE}},
  year         = {2013},
  url          = {https://doi.org/10.1109/GLOCOMW.2013.6824984},
  doi          = {10.1109/GLOCOMW.2013.6824984},
  timestamp    = {Wed, 16 Oct 2019 14:14:51 +0200},
  biburl       = {https://dblp.org/rec/conf/globecom/Li13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icde/LeonelliS13,
  author       = {Manuele Leonelli and
                  James Q. Smith},
  editor       = {Chee Yong Chan and
                  Jiaheng Lu and
                  Kjetil N{\o}rv{\aa}g and
                  Egemen Tanin},
  title        = {Using graphical models and multi-attribute utility theory for probabilistic
                  uncertainty handling in large systems, with application to the nuclear
                  emergency management},
  booktitle    = {Workshops Proceedings of the 29th {IEEE} International Conference
                  on Data Engineering, {ICDE} 2013, Brisbane, Australia, April 8-12,
                  2013},
  pages        = {181--192},
  publisher    = {{IEEE} Computer Society},
  year         = {2013},
  url          = {https://doi.org/10.1109/ICDEW.2013.6547448},
  doi          = {10.1109/ICDEW.2013.6547448},
  timestamp    = {Thu, 23 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icde/LeonelliS13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/scai/MadsenKBGHJV13,
  author       = {Anders L. Madsen and
                  Martin Karlsen and
                  Gary C. Barker and
                  Ana Bel{\'{e}}n Garc{\'{\i}}a and
                  Jeffrey Hoorfar and
                  Frank Jensen and
                  H{\aa}kan Vigre},
  editor       = {Manfred Jaeger and
                  Thomas Dyhre Nielsen and
                  Paolo Viappiani},
  title        = {A Software Package for Web Deployment of Probabilistic Graphical Models},
  booktitle    = {Twelfth Scandinavian Conference on Artificial Intelligence, {SCAI}
                  2013, Aalborg, Denmark, November 20-22, 2013},
  series       = {Frontiers in Artificial Intelligence and Applications},
  volume       = {257},
  pages        = {175--184},
  publisher    = {{IOS} Press},
  year         = {2013},
  url          = {https://doi.org/10.3233/978-1-61499-330-8-175},
  doi          = {10.3233/978-1-61499-330-8-175},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/scai/MadsenKBGHJV13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/FerniqueDG13,
  author       = {Pierre Fernique and
                  Jean{-}Baptiste Durand and
                  Yann Gu{\'{e}}don},
  title        = {Parametric Modelling of Multivariate Count Data Using Probabilistic
                  Graphical Models},
  journal      = {CoRR},
  volume       = {abs/1312.4479},
  year         = {2013},
  url          = {http://arxiv.org/abs/1312.4479},
  eprinttype    = {arXiv},
  eprint       = {1312.4479},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/FerniqueDG13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/KumarB13a,
  author       = {K. S. Sesh Kumar and
                  Francis R. Bach},
  title        = {Maximizing submodular functions using probabilistic graphical models},
  journal      = {CoRR},
  volume       = {abs/1309.2593},
  year         = {2013},
  url          = {http://arxiv.org/abs/1309.2593},
  eprinttype    = {arXiv},
  eprint       = {1309.2593},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/KumarB13a.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/hal/Torti12,
  author       = {Lionel Torti},
  title        = {Structured probabilistic inference in object-oriented probabilistic
                  graphical models. (Inf{\'{e}}rence probabiliste structur{\'{e}}e
                  dans les mod{\`{e}}les graphiques probabilistes orient{\'{e}}s-objet)},
  school       = {Pierre and Marie Curie University, Paris, France},
  year         = {2012},
  url          = {https://tel.archives-ouvertes.fr/tel-01412932},
  timestamp    = {Tue, 21 Jul 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/hal/Torti12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bib/MouradSL12,
  author       = {Rapha{\"{e}}l Mourad and
                  Christine Sinoquet and
                  Philippe Leray},
  title        = {Probabilistic graphical models for genetic association studies},
  journal      = {Briefings Bioinform.},
  volume       = {13},
  number       = {1},
  pages        = {20--33},
  year         = {2012},
  url          = {https://doi.org/10.1093/bib/bbr015},
  doi          = {10.1093/BIB/BBR015},
  timestamp    = {Tue, 30 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/bib/MouradSL12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ficn/RuckertNTM13,
  author       = {Elmar A. R{\"{u}}ckert and
                  Gerhard Neumann and
                  Marc Toussaint and
                  Wolfgang Maass},
  title        = {Learned graphical models for probabilistic planning provide a new
                  class of movement primitives},
  journal      = {Frontiers Comput. Neurosci.},
  volume       = {6},
  pages        = {97},
  year         = {2012},
  url          = {https://doi.org/10.3389/fncom.2012.00097},
  doi          = {10.3389/FNCOM.2012.00097},
  timestamp    = {Sat, 23 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ficn/RuckertNTM13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/heuristics/LarranagaKBS12,
  author       = {Pedro Larra{\~{n}}aga and
                  Hossein Karshenas and
                  Concha Bielza and
                  Roberto Santana},
  title        = {A review on probabilistic graphical models in evolutionary computation},
  journal      = {J. Heuristics},
  volume       = {18},
  number       = {5},
  pages        = {795--819},
  year         = {2012},
  url          = {https://doi.org/10.1007/s10732-012-9208-4},
  doi          = {10.1007/S10732-012-9208-4},
  timestamp    = {Wed, 12 Apr 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/heuristics/LarranagaKBS12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijar/RoosMJ12,
  author       = {Teemu Roos and
                  Petri Myllym{\"{a}}ki and
                  Tommi S. Jaakkola},
  title        = {Special Issue on the Fifth European Workshop on Probabilistic Graphical
                  Models {(PGM-2010)}},
  journal      = {Int. J. Approx. Reason.},
  volume       = {53},
  number       = {9},
  pages        = {1303--1304},
  year         = {2012},
  url          = {https://doi.org/10.1016/j.ijar.2012.08.008},
  doi          = {10.1016/J.IJAR.2012.08.008},
  timestamp    = {Tue, 16 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ijar/RoosMJ12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijcisys/ZhaoM12,
  author       = {Anping Zhao and
                  Yan Ma},
  title        = {Constructing Service Semantic Link Network Based on the Probabilistic
                  Graphical Model},
  journal      = {Int. J. Comput. Intell. Syst.},
  volume       = {5},
  number       = {6},
  pages        = {1040--1051},
  year         = {2012},
  url          = {https://doi.org/10.1080/18756891.2012.747660},
  doi          = {10.1080/18756891.2012.747660},
  timestamp    = {Tue, 16 Oct 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ijcisys/ZhaoM12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/LiuZZY12,
  author       = {Lu Liu and
                  Feida Zhu and
                  Lei Zhang and
                  Shiqiang Yang},
  title        = {A probabilistic graphical model for topic and preference discovery
                  on social media},
  journal      = {Neurocomputing},
  volume       = {95},
  pages        = {78--88},
  year         = {2012},
  url          = {https://doi.org/10.1016/j.neucom.2011.05.039},
  doi          = {10.1016/J.NEUCOM.2011.05.039},
  timestamp    = {Sun, 19 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ijon/LiuZZY12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/lgrs/FreyBS12,
  author       = {Daniel Frey and
                  Matthias Butenuth and
                  Daniel Straub},
  title        = {Probabilistic Graphical Models for Flood State Detection of Roads
                  Combining Imagery and {DEM}},
  journal      = {{IEEE} Geosci. Remote. Sens. Lett.},
  volume       = {9},
  number       = {6},
  pages        = {1051--1055},
  year         = {2012},
  url          = {https://doi.org/10.1109/LGRS.2012.2188881},
  doi          = {10.1109/LGRS.2012.2188881},
  timestamp    = {Fri, 19 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/lgrs/FreyBS12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/annpr/BonginiT12,
  author       = {Marco Bongini and
                  Edmondo Trentin},
  editor       = {Nadia Mana and
                  Friedhelm Schwenker and
                  Edmondo Trentin},
  title        = {Towards a Novel Probabilistic Graphical Model of Sequential Data:
                  {A} Solution to the Problem of Structure Learning and an Empirical
                  Evaluation},
  booktitle    = {Artificial Neural Networks in Pattern Recognition - 5th {INNS} {IAPR}
                  {TC} 3 {GIRPR} Workshop, {ANNPR} 2012, Trento, Italy, September 17-19,
                  2012. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {7477},
  pages        = {82--92},
  publisher    = {Springer},
  year         = {2012},
  url          = {https://doi.org/10.1007/978-3-642-33212-8\_8},
  doi          = {10.1007/978-3-642-33212-8\_8},
  timestamp    = {Tue, 14 May 2019 10:00:39 +0200},
  biburl       = {https://dblp.org/rec/conf/annpr/BonginiT12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/annpr/TrentinB12,
  author       = {Edmondo Trentin and
                  Marco Bongini},
  editor       = {Nadia Mana and
                  Friedhelm Schwenker and
                  Edmondo Trentin},
  title        = {Towards a Novel Probabilistic Graphical Model of Sequential Data:
                  Fundamental Notions and a Solution to the Problem of Parameter Learning},
  booktitle    = {Artificial Neural Networks in Pattern Recognition - 5th {INNS} {IAPR}
                  {TC} 3 {GIRPR} Workshop, {ANNPR} 2012, Trento, Italy, September 17-19,
                  2012. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {7477},
  pages        = {72--81},
  publisher    = {Springer},
  year         = {2012},
  url          = {https://doi.org/10.1007/978-3-642-33212-8\_7},
  doi          = {10.1007/978-3-642-33212-8\_7},
  timestamp    = {Tue, 26 Jun 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/annpr/TrentinB12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bmvc/BudvytisBC12,
  author       = {Ignas Budvytis and
                  Vijay Badrinarayanan and
                  Roberto Cipolla},
  editor       = {Richard Bowden and
                  John P. Collomosse and
                  Krystian Mikolajczyk},
  title        = {MoT - Mixture of Trees Probabilistic Graphical Model for Video Segmentation},
  booktitle    = {British Machine Vision Conference, {BMVC} 2012, Surrey, UK, September
                  3-7, 2012},
  pages        = {1--11},
  publisher    = {{BMVA} Press},
  year         = {2012},
  url          = {https://doi.org/10.5244/C.26.72},
  doi          = {10.5244/C.26.72},
  timestamp    = {Wed, 03 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/bmvc/BudvytisBC12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/caise/Zitnik12,
  author       = {Slavko Zitnik},
  editor       = {Isabelle Mirbel and
                  Barbara Pernici},
  title        = {Collective Ontology-based Information Extraction using Probabilistic
                  Graphical Models},
  booktitle    = {Proceedings of CAiSE 2012 Doctoral Consortium, Gdansk, Poland, June
                  26, 2012},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {863},
  publisher    = {CEUR-WS.org},
  year         = {2012},
  url          = {https://ceur-ws.org/Vol-863/paper1.pdf},
  timestamp    = {Fri, 10 Mar 2023 16:22:34 +0100},
  biburl       = {https://dblp.org/rec/conf/caise/Zitnik12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecai/CoomanBC12,
  author       = {Gert de Cooman and
                  Jasper De Bock and
                  Arthur Van Camp},
  editor       = {Luc De Raedt and
                  Christian Bessiere and
                  Didier Dubois and
                  Patrick Doherty and
                  Paolo Frasconi and
                  Fredrik Heintz and
                  Peter J. F. Lucas},
  title        = {Recent advances in imprecise-probabilistic graphical models},
  booktitle    = {{ECAI} 2012 - 20th European Conference on Artificial Intelligence.
                  Including Prestigious Applications of Artificial Intelligence {(PAIS-2012)}
                  System Demonstrations Track, Montpellier, France, August 27-31 , 2012},
  series       = {Frontiers in Artificial Intelligence and Applications},
  volume       = {242},
  pages        = {27--32},
  publisher    = {{IOS} Press},
  year         = {2012},
  url          = {https://doi.org/10.3233/978-1-61499-098-7-27},
  doi          = {10.3233/978-1-61499-098-7-27},
  timestamp    = {Mon, 19 Jun 2023 16:36:09 +0200},
  biburl       = {https://dblp.org/rec/conf/ecai/CoomanBC12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/flairs/AuslanderGA12,
  author       = {Bryan Auslander and
                  Kalyan Moy Gupta and
                  David William Aha},
  editor       = {G. Michael Youngblood and
                  Philip M. McCarthy},
  title        = {Maritime Threat Detection Using Probabilistic Graphical Models},
  booktitle    = {Proceedings of the Twenty-Fifth International Florida Artificial Intelligence
                  Research Society Conference, Marco Island, Florida, USA, May 23-25,
                  2012},
  publisher    = {{AAAI} Press},
  year         = {2012},
  url          = {http://www.aaai.org/ocs/index.php/FLAIRS/FLAIRS12/paper/view/4380},
  timestamp    = {Wed, 26 Oct 2022 08:35:17 +0200},
  biburl       = {https://dblp.org/rec/conf/flairs/AuslanderGA12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icpr/CrandallFP12,
  author       = {David J. Crandall and
                  Geoffrey Charles Fox and
                  John Paden},
  title        = {Layer-finding in radar echograms using probabilistic graphical models},
  booktitle    = {Proceedings of the 21st International Conference on Pattern Recognition,
                  {ICPR} 2012, Tsukuba, Japan, November 11-15, 2012},
  pages        = {1530--1533},
  publisher    = {{IEEE} Computer Society},
  year         = {2012},
  url          = {https://ieeexplore.ieee.org/document/6460434/},
  timestamp    = {Tue, 10 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icpr/CrandallFP12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icpr/LiuLS12,
  author       = {Li Liu and
                  Yue Lu and
                  Ching Y. Suen},
  title        = {Document image matching using probabilistic graphical models},
  booktitle    = {Proceedings of the 21st International Conference on Pattern Recognition,
                  {ICPR} 2012, Tsukuba, Japan, November 11-15, 2012},
  pages        = {637--640},
  publisher    = {{IEEE} Computer Society},
  year         = {2012},
  url          = {https://ieeexplore.ieee.org/document/6460215/},
  timestamp    = {Wed, 24 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icpr/LiuLS12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/intenv/Sucar12,
  author       = {Luis Enrique Sucar},
  title        = {Probabilistic Graphical Models and Their Applications in Intelligent
                  Environments},
  booktitle    = {2012 Eighth International Conference on Intelligent Environments,
                  Guanajuato, Mexico, June 26-29, 2012},
  pages        = {11--15},
  publisher    = {{IEEE}},
  year         = {2012},
  url          = {https://doi.org/10.1109/IE.2012.66},
  doi          = {10.1109/IE.2012.66},
  timestamp    = {Wed, 16 Oct 2019 14:14:53 +0200},
  biburl       = {https://dblp.org/rec/conf/intenv/Sucar12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lrec/VargaPC12,
  author       = {Andrea Varga and
                  Daniel Preotiuc{-}Pietro and
                  Fabio Ciravegna},
  editor       = {Nicoletta Calzolari and
                  Khalid Choukri and
                  Thierry Declerck and
                  Mehmet Ugur Dogan and
                  Bente Maegaard and
                  Joseph Mariani and
                  Jan Odijk and
                  Stelios Piperidis},
  title        = {Unsupervised document zone identification using probabilistic graphical
                  models},
  booktitle    = {Proceedings of the Eighth International Conference on Language Resources
                  and Evaluation, {LREC} 2012, Istanbul, Turkey, May 23-25, 2012},
  pages        = {1610--1617},
  publisher    = {European Language Resources Association {(ELRA)}},
  year         = {2012},
  url          = {http://www.lrec-conf.org/proceedings/lrec2012/summaries/881.html},
  timestamp    = {Mon, 19 Aug 2019 14:40:54 +0200},
  biburl       = {https://dblp.org/rec/conf/lrec/VargaPC12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mir/SafariM12,
  author       = {Mohammad Ali Safari and
                  Majid Mohammadbeigi},
  editor       = {John Mantas and
                  Stig Kj{\ae}r Andersen and
                  Maria Christina Mazzoleni and
                  Bernd Blobel and
                  Silvana Quaglini and
                  Anne Moen},
  title        = {Probabilistic Graphical Models for Effective Connectivity Extraction
                  in the Brain Using fMRI Data},
  booktitle    = {Quality of Life through Quality of Information - Proceedings of MIE2012,
                  The XXIVth International Congress of the European Federation for Medical
                  Informatics, Pisa, Italy, August 26-29, 2012},
  series       = {Studies in Health Technology and Informatics},
  volume       = {180},
  pages        = {133--137},
  publisher    = {{IOS} Press},
  year         = {2012},
  url          = {https://doi.org/10.3233/978-1-61499-101-4-133},
  doi          = {10.3233/978-1-61499-101-4-133},
  timestamp    = {Wed, 03 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/mir/SafariM12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mm/CirujedaB12,
  author       = {Pol Cirujeda and
                  Xavier Binefa},
  editor       = {Ling Shao and
                  Caifeng Shan and
                  Minoru Etoh},
  title        = {Augmented poselets for human body pose inference by a probabilistic
                  graphical model},
  booktitle    = {Proceedings of the 2nd {ACM} international workshop on Interactive
                  multimedia on mobile and portable devices, IMMPD@ACM Multimedia 2012,
                  Nara, Japan, November 2, 2012},
  pages        = {17--22},
  publisher    = {{ACM}},
  year         = {2012},
  url          = {https://doi.org/10.1145/2390821.2390827},
  doi          = {10.1145/2390821.2390827},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/mm/CirujedaB12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ssp/PeleatoAC12a,
  author       = {Borja Peleato and
                  Rajiv Agarwal and
                  John M. Cioffi},
  title        = {Probabilistic graphical model for flash memory programming},
  booktitle    = {{IEEE} Statistical Signal Processing Workshop, {SSP} 2012, Ann Arbor,
                  MI, USA, August 5-8, 2012},
  pages        = {788--791},
  publisher    = {{IEEE}},
  year         = {2012},
  url          = {https://doi.org/10.1109/SSP.2012.6319823},
  doi          = {10.1109/SSP.2012.6319823},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/ssp/PeleatoAC12a.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wcci/ShimT12,
  author       = {Vui Ann Shim and
                  Kay Chen Tan},
  editor       = {Jing Liu and
                  Cesare Alippi and
                  Bernadette Bouchon{-}Meunier and
                  Garrison W. Greenwood and
                  Hussein A. Abbass},
  title        = {Probabilistic Graphical Approaches for Learning, Modeling, and Sampling
                  in Evolutionary Multi-objective Optimization},
  booktitle    = {Advances in Computational Intelligence - {IEEE} World Congress on
                  Computational Intelligence, {WCCI} 2012, Brisbane, Australia, June
                  10-15, 2012. Plenary/Invited Lectures},
  series       = {Lecture Notes in Computer Science},
  volume       = {7311},
  pages        = {122--144},
  publisher    = {Springer},
  year         = {2012},
  url          = {https://doi.org/10.1007/978-3-642-30687-7\_7},
  doi          = {10.1007/978-3-642-30687-7\_7},
  timestamp    = {Tue, 14 May 2019 10:00:53 +0200},
  biburl       = {https://dblp.org/rec/conf/wcci/ShimT12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1202-3733,
  author       = {Jean Honorio},
  title        = {Lipschitz Parametrization of Probabilistic Graphical Models},
  journal      = {CoRR},
  volume       = {abs/1202.3733},
  year         = {2012},
  url          = {http://arxiv.org/abs/1202.3733},
  eprinttype    = {arXiv},
  eprint       = {1202.3733},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1202-3733.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1212-0967,
  author       = {Sameer Singh and
                  Thore Graepel},
  title        = {Compiling Relational Database Schemata into Probabilistic Graphical
                  Models},
  journal      = {CoRR},
  volume       = {abs/1212.0967},
  year         = {2012},
  url          = {http://arxiv.org/abs/1212.0967},
  eprinttype    = {arXiv},
  eprint       = {1212.0967},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1212-0967.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/hal/Vidal11,
  author       = {Vincent Vidal},
  title        = {D{\'{e}}veloppement de mod{\`{e}}les graphiques probabilistes
                  pour analyser et remailler les maillages triangulaires 2-vari{\'{e}}t{\'{e}}s.
                  (Development of probabilistic graphical models to analyze and remesh
                  2-manifold triangular meshes)},
  school       = {{INSA} de Lyon, France},
  year         = {2011},
  url          = {https://tel.archives-ouvertes.fr/tel-00708530},
  timestamp    = {Tue, 21 Jul 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/hal/Vidal11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/us/Chechetka18,
  author       = {Anton Chechetka},
  title        = {Query-Specific Learning and Inference for Probabilistic Graphical
                  Models},
  school       = {Carnegie Mellon University, {USA}},
  year         = {2011},
  url          = {https://doi.org/10.1184/r1/6721238.v1},
  doi          = {10.1184/R1/6721238.V1},
  timestamp    = {Wed, 27 Jul 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/us/Chechetka18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@book{DBLP:series/isrl/2011-15,
  author       = {Antonino Freno and
                  Edmondo Trentin},
  title        = {Hybrid Random Fields - {A} Scalable Approach to Structure and Parameter
                  Learning in Probabilistic Graphical Models},
  series       = {Intelligent Systems Reference Library},
  volume       = {15},
  publisher    = {Springer},
  year         = {2011},
  url          = {https://doi.org/10.1007/978-3-642-20308-4},
  doi          = {10.1007/978-3-642-20308-4},
  isbn         = {978-3-642-20307-7},
  timestamp    = {Tue, 16 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/series/isrl/2011-15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aim/TellexKDWBTR11,
  author       = {Stefanie Tellex and
                  Thomas Kollar and
                  Steven Dickerson and
                  Matthew R. Walter and
                  Ashis Gopal Banerjee and
                  Seth J. Teller and
                  Nicholas Roy},
  title        = {Approaching the Symbol Grounding Problem with Probabilistic Graphical
                  Models},
  journal      = {{AI} Mag.},
  volume       = {32},
  number       = {4},
  pages        = {64--76},
  year         = {2011},
  url          = {https://doi.org/10.1609/aimag.v32i4.2384},
  doi          = {10.1609/AIMAG.V32I4.2384},
  timestamp    = {Tue, 25 Aug 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/aim/TellexKDWBTR11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/asc/LarranagaM11,
  author       = {Pedro Larra{\~{n}}aga and
                  Seraf{\'{\i}}n Moral},
  title        = {Probabilistic graphical models in artificial intelligence},
  journal      = {Appl. Soft Comput.},
  volume       = {11},
  number       = {2},
  pages        = {1511--1528},
  year         = {2011},
  url          = {https://doi.org/10.1016/j.asoc.2008.01.003},
  doi          = {10.1016/J.ASOC.2008.01.003},
  timestamp    = {Sun, 02 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/asc/LarranagaM11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ecoi/Dlamini11,
  author       = {Wisdom M. Dlamini},
  title        = {A data mining approach to predictive vegetation mapping using probabilistic
                  graphical models},
  journal      = {Ecol. Informatics},
  volume       = {6},
  number       = {2},
  pages        = {111--124},
  year         = {2011},
  url          = {https://doi.org/10.1016/j.ecoinf.2010.12.005},
  doi          = {10.1016/J.ECOINF.2010.12.005},
  timestamp    = {Sat, 22 Feb 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ecoi/Dlamini11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijdsn/QiS11,
  author       = {Qi Qi and
                  Yi Shang},
  title        = {Comparison of Probabilistic Chain Graphical Model-Based and Gaussian
                  Process-Based Observation Selections for Wireless Sensor Scheduling},
  journal      = {Int. J. Distributed Sens. Networks},
  volume       = {7},
  number       = {1},
  year         = {2011},
  url          = {https://doi.org/10.1155/2011/928958},
  doi          = {10.1155/2011/928958},
  timestamp    = {Mon, 05 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ijdsn/QiS11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/isci/LiuYG11,
  author       = {Wei{-}Yi Liu and
                  Kun Yue and
                  Ming{-}Hai Gao},
  title        = {Constructing probabilistic graphical model from predicate formulas
                  for fusing logical and probabilistic knowledge},
  journal      = {Inf. Sci.},
  volume       = {181},
  number       = {18},
  pages        = {3828--3845},
  year         = {2011},
  url          = {https://doi.org/10.1016/j.ins.2011.05.006},
  doi          = {10.1016/J.INS.2011.05.006},
  timestamp    = {Sat, 27 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/isci/LiuYG11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jsac/LiangLH11,
  author       = {Yingbin Liang and
                  Lifeng Lai and
                  John Halloran},
  title        = {Distributed Cognitive Radio Network Management via Algorithms in Probabilistic
                  Graphical Models},
  journal      = {{IEEE} J. Sel. Areas Commun.},
  volume       = {29},
  number       = {2},
  pages        = {338--348},
  year         = {2011},
  url          = {https://doi.org/10.1109/JSAC.2011.110207},
  doi          = {10.1109/JSAC.2011.110207},
  timestamp    = {Tue, 30 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jsac/LiangLH11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ker/Parsons11a,
  author       = {Simon Parsons},
  title        = {\emph{Probabilistic Graphical Models: Principles and Techniques} by
                  Daphne Koller and Nir Friedman, {MIT} Press, 1231 pp., {\textdollar}95.00,
                  {ISBN} 0-262-01319-3},
  journal      = {Knowl. Eng. Rev.},
  volume       = {26},
  number       = {2},
  pages        = {237--238},
  year         = {2011},
  url          = {https://doi.org/10.1017/S0269888910000275},
  doi          = {10.1017/S0269888910000275},
  timestamp    = {Thu, 27 Aug 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ker/Parsons11a.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ploscb/PecevskiBM11,
  author       = {Dejan Pecevski and
                  Lars Buesing and
                  Wolfgang Maass},
  title        = {Probabilistic Inference in General Graphical Models through Sampling
                  in Stochastic Networks of Spiking Neurons},
  journal      = {PLoS Comput. Biol.},
  volume       = {7},
  number       = {12},
  year         = {2011},
  url          = {https://doi.org/10.1371/journal.pcbi.1002294},
  doi          = {10.1371/JOURNAL.PCBI.1002294},
  timestamp    = {Thu, 10 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ploscb/PecevskiBM11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ic3k/IshakLA11,
  author       = {Mouna Ben Ishak and
                  Philippe Leray and
                  Nahla Ben Amor},
  editor       = {Joaquim Filipe and
                  Jan L. G. Dietz},
  title        = {A Two-way Approach for Probabilistic Graphical Models Structure Learning
                  and Ontology Enrichment},
  booktitle    = {{KEOD} 2011 - Proceedings of the International Conference on Knowledge
                  Engineering and Ontology Development, Paris, France, 26-29 October,
                  2011},
  pages        = {189--194},
  publisher    = {SciTePress},
  year         = {2011},
  timestamp    = {Tue, 30 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/ic3k/IshakLA11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iicai/Srihari11,
  author       = {Sargur N. Srihari},
  editor       = {Bhanu Prasad and
                  Pawan Lingras and
                  Ramakant Nevatia},
  title        = {Probabilistic Graphical Models and Machine Learning},
  booktitle    = {Proceedings of the 5th Indian International Conference on Artificial
                  Intelligence, {IICAI} 2011, Tumkur, Karnataka State, India, December
                  14-16, 2011},
  pages        = {1},
  publisher    = {{IICAI}},
  year         = {2011},
  timestamp    = {Fri, 15 Dec 2023 18:26:01 +0100},
  biburl       = {https://dblp.org/rec/conf/iicai/Srihari11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/jurse/FreyB11,
  author       = {Daniel Frey and
                  Matthias Butenuth},
  editor       = {Uwe Stilla and
                  Paolo Gamba and
                  Carsten J{\"{u}}rgens and
                  Derya Maktav},
  title        = {Trafficability analysis after flooding in urban areas using probabilistic
                  graphical models},
  booktitle    = {Joint Urban Remote Sensing Event, {JURSE} 2011, Munich, Germany, April
                  11-13, 2011},
  pages        = {345--348},
  publisher    = {{IEEE}},
  year         = {2011},
  url          = {https://doi.org/10.1109/JURSE.2011.5764790},
  doi          = {10.1109/JURSE.2011.5764790},
  timestamp    = {Fri, 19 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/jurse/FreyB11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/miccai/PedemonteBHAO11a,
  author       = {Stefano Pedemonte and
                  Alexandre Bousse and
                  Brian F. Hutton and
                  Simon R. Arridge and
                  S{\'{e}}bastien Ourselin},
  editor       = {Kenji Suzuki and
                  Fei Wang and
                  Dinggang Shen and
                  Pingkun Yan},
  title        = {Probabilistic Graphical Model of {SPECT/MRI}},
  booktitle    = {Machine Learning in Medical Imaging - Second International Workshop,
                  {MLMI} 2011, Held in Conjunction with {MICCAI} 2011, Toronto, Canada,
                  September 18, 2011. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {7009},
  pages        = {167--174},
  publisher    = {Springer},
  year         = {2011},
  url          = {https://doi.org/10.1007/978-3-642-24319-6\_21},
  doi          = {10.1007/978-3-642-24319-6\_21},
  timestamp    = {Thu, 23 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/miccai/PedemonteBHAO11a.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mm/ZhangL11,
  author       = {Xiao{-}Ping (Steven) Zhang and
                  Zhu Liu},
  editor       = {K. Sel{\c{c}}uk Candan and
                  Sethuraman Panchanathan and
                  Balakrishnan Prabhakaran and
                  Hari Sundaram and
                  Wu{-}chi Feng and
                  Nicu Sebe},
  title        = {Graphical probabilistic modeling and applications in multimedia content
                  analysis},
  booktitle    = {Proceedings of the 19th International Conference on Multimedia 2011,
                  Scottsdale, AZ, USA, November 28 - December 1, 2011},
  pages        = {637--638},
  publisher    = {{ACM}},
  year         = {2011},
  url          = {https://doi.org/10.1145/2072298.2072404},
  doi          = {10.1145/2072298.2072404},
  timestamp    = {Mon, 22 Apr 2024 21:24:20 +0200},
  biburl       = {https://dblp.org/rec/conf/mm/ZhangL11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/semweb/Mulwad11,
  author       = {Varish Mulwad},
  editor       = {Lora Aroyo and
                  Chris Welty and
                  Harith Alani and
                  Jamie Taylor and
                  Abraham Bernstein and
                  Lalana Kagal and
                  Natasha Fridman Noy and
                  Eva Blomqvist},
  title        = {{DC} Proposal: Graphical Models and Probabilistic Reasoning for Generating
                  Linked Data from Tables},
  booktitle    = {The Semantic Web - {ISWC} 2011 - 10th International Semantic Web Conference,
                  Bonn, Germany, October 23-27, 2011, Proceedings, Part {II}},
  series       = {Lecture Notes in Computer Science},
  volume       = {7032},
  pages        = {317--324},
  publisher    = {Springer},
  year         = {2011},
  url          = {https://doi.org/10.1007/978-3-642-25093-4\_24},
  doi          = {10.1007/978-3-642-25093-4\_24},
  timestamp    = {Tue, 07 Sep 2021 13:48:14 +0200},
  biburl       = {https://dblp.org/rec/conf/semweb/Mulwad11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/Honorio11,
  author       = {Jean Honorio},
  editor       = {F{\'{a}}bio Gagliardi Cozman and
                  Avi Pfeffer},
  title        = {Lipschitz Parametrization of Probabilistic Graphical Models},
  booktitle    = {{UAI} 2011, Proceedings of the Twenty-Seventh Conference on Uncertainty
                  in Artificial Intelligence, Barcelona, Spain, July 14-17, 2011},
  pages        = {347--354},
  publisher    = {{AUAI} Press},
  year         = {2011},
  url          = {https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1\&smnu=2\&article\_id=2167\&proceeding\_id=27},
  timestamp    = {Wed, 03 Feb 2021 11:09:03 +0100},
  biburl       = {https://dblp.org/rec/conf/uai/Honorio11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1111-6925,
  author       = {Yang Zhou},
  title        = {Structure Learning of Probabilistic Graphical Models: {A} Comprehensive
                  Survey},
  journal      = {CoRR},
  volume       = {abs/1111.6925},
  year         = {2011},
  url          = {http://arxiv.org/abs/1111.6925},
  eprinttype    = {arXiv},
  eprint       = {1111.6925},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1111-6925.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/de/Bundschus2010,
  author       = {Markus Bundschus},
  title        = {From text to knowledge: bridging the gap with probabilistic graphical
                  models},
  school       = {Ludwig Maximilians University Munich},
  year         = {2010},
  url          = {http://edoc.ub.uni-muenchen.de/11884/},
  urn          = {urn:nbn:de:bvb:19-118841},
  timestamp    = {Sat, 17 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/de/Bundschus2010.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/ethos/Ji10,
  author       = {Xiaofei Ji},
  title        = {View-invariant Human Action Recognition via Probabilistic Graphical
                  Models},
  school       = {University of Portsmouth, {UK}},
  year         = {2010},
  url          = {https://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.523620},
  timestamp    = {Tue, 05 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/ethos/Ji10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/hal/Ammar10,
  author       = {Sourour Ammar},
  title        = {Mod{\`{e}}les Graphiques Probabilistes pour l'Estimation de Densit{\'{e}}
                  en grande dimension : applications du principe Perturb {\&} Combine
                  pour les m{\'{e}}langes d'arbres. (Probabilistic graphical models
                  for density estimation in high dimensional spaces: application of
                  the Perturb {\&} Combine principle with tree mixtures)},
  school       = {University of Nantes, France},
  year         = {2010},
  url          = {https://tel.archives-ouvertes.fr/tel-00568136},
  timestamp    = {Tue, 21 Jul 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/hal/Ammar10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ai/Murphy10,
  author       = {Kevin P. Murphy},
  title        = {Review of "Probabilistic graphical models" by Koller and Friedman},
  journal      = {Artif. Intell.},
  volume       = {174},
  number       = {2},
  pages        = {145--146},
  year         = {2010},
  url          = {https://doi.org/10.1016/j.artint.2009.11.005},
  doi          = {10.1016/J.ARTINT.2009.11.005},
  timestamp    = {Sat, 27 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ai/Murphy10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijdmmm/ZhangKLW10,
  author       = {Haizheng Zhang and
                  Ke Ke and
                  Wei Li and
                  Xuerui Wang},
  title        = {Graphical models based hierarchical probabilistic community discovery
                  in large-scale social networks},
  journal      = {Int. J. Data Min. Model. Manag.},
  volume       = {2},
  number       = {2},
  pages        = {95--116},
  year         = {2010},
  url          = {https://doi.org/10.1504/IJDMMM.2010.032144},
  doi          = {10.1504/IJDMMM.2010.032144},
  timestamp    = {Thu, 30 Jul 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ijdmmm/ZhangKLW10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/Riedel10,
  author       = {Sebastian Riedel},
  title        = {Declarative Probabilistic Programming for Undirected Graphical Models:
                  Open Up to Scale Up},
  booktitle    = {Statistical Relational Artificial Intelligence, Papers from the 2010
                  {AAAI} Workshop, Atlanta, Georgia, USA, July 12, 2010},
  series       = {{AAAI} Technical Report},
  volume       = {{WS-10-06}},
  publisher    = {{AAAI}},
  year         = {2010},
  url          = {http://aaai.org/ocs/index.php/WS/AAAIW10/paper/view/2047},
  timestamp    = {Tue, 05 Sep 2023 08:59:27 +0200},
  biburl       = {https://dblp.org/rec/conf/aaai/Riedel10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/hri/DindoS10,
  author       = {Haris Dindo and
                  Guido Schillaci},
  editor       = {Pamela J. Hinds and
                  Hiroshi Ishiguro and
                  Takayuki Kanda and
                  Peter H. Kahn Jr.},
  title        = {An adaptive probabilistic graphical model for representing skills
                  in pbd settings},
  booktitle    = {Proceedings of the 5th {ACM/IEEE} International Conference on Human
                  Robot Interaction, {HRI} 2010, Osaka, Japan, March 2-5, 2010},
  pages        = {89--90},
  publisher    = {{ACM}},
  year         = {2010},
  url          = {https://doi.org/10.1145/1734454.1734486},
  doi          = {10.1145/1734454.1734486},
  timestamp    = {Sat, 19 Oct 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/hri/DindoS10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icmla/Yeang10,
  author       = {Chen{-}Hsiang Yeang},
  editor       = {Sorin Draghici and
                  Taghi M. Khoshgoftaar and
                  Vasile Palade and
                  Witold Pedrycz and
                  M. Arif Wani and
                  Xingquan Zhu},
  title        = {A Probabilistic Graphical Model of Quantum Systems},
  booktitle    = {The Ninth International Conference on Machine Learning and Applications,
                  {ICMLA} 2010, Washington, DC, USA, 12-14 December 2010},
  pages        = {155--162},
  publisher    = {{IEEE} Computer Society},
  year         = {2010},
  url          = {https://doi.org/10.1109/ICMLA.2010.30},
  doi          = {10.1109/ICMLA.2010.30},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icmla/Yeang10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ieaaie/SantanaBL10,
  author       = {Roberto Santana and
                  Concha Bielza and
                  Pedro Larra{\~{n}}aga},
  editor       = {Nicol{\'{a}}s Garc{\'{\i}}a{-}Pedrajas and
                  Francisco Herrera and
                  Colin Fyfe and
                  Jos{\'{e}} Manuel Ben{\'{\i}}tez and
                  Moonis Ali},
  title        = {Synergies between Network-Based Representation and Probabilistic Graphical
                  Models for Classification, Inference and Optimization Problems in
                  Neuroscience},
  booktitle    = {Trends in Applied Intelligent Systems - 23rd International Conference
                  on Industrial Engineering and Other Applications of Applied Intelligent
                  Systems, {IEA/AIE} 2010, Cordoba, Spain, June 1-4, 2010, Proceedings,
                  Part {III}},
  series       = {Lecture Notes in Computer Science},
  volume       = {6098},
  pages        = {149--158},
  publisher    = {Springer},
  year         = {2010},
  url          = {https://doi.org/10.1007/978-3-642-13033-5\_16},
  doi          = {10.1007/978-3-642-13033-5\_16},
  timestamp    = {Wed, 12 Apr 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/ieaaie/SantanaBL10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iwcmc/RotsosGMG10,
  author       = {Charalampos Rotsos and
                  Jurgen Van Gael and
                  Andrew W. Moore and
                  Zoubin Ghahramani},
  editor       = {Ahmed Helmy and
                  Peter Mueller and
                  Yan Zhang},
  title        = {Probabilistic graphical models for semi-supervised traffic classification},
  booktitle    = {Proceedings of the 6th International Wireless Communications and Mobile
                  Computing Conference, {IWCMC} 2010, Caen, France, June 28 - July 2,
                  2010},
  pages        = {752--757},
  publisher    = {{ACM}},
  year         = {2010},
  url          = {https://doi.org/10.1145/1815396.1815569},
  doi          = {10.1145/1815396.1815569},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/iwcmc/RotsosGMG10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kes/ObembeB10,
  author       = {Olufunmilayo Obembe and
                  Christopher D. Buckingham},
  editor       = {Rossitza Setchi and
                  Ivan Jordanov and
                  Robert J. Howlett and
                  Lakhmi C. Jain},
  title        = {Developing a Probabilistic Graphical Structure from a Model of Mental-Health
                  Clinical Risk Expertise},
  booktitle    = {Knowledge-Based and Intelligent Information and Engineering Systems
                  - 14th International Conference, {KES} 2010, Cardiff, UK, September
                  8-10, 2010, Proceedings, Part {IV}},
  series       = {Lecture Notes in Computer Science},
  volume       = {6279},
  pages        = {88--97},
  publisher    = {Springer},
  year         = {2010},
  url          = {https://doi.org/10.1007/978-3-642-15384-6\_10},
  doi          = {10.1007/978-3-642-15384-6\_10},
  timestamp    = {Tue, 14 May 2019 10:00:51 +0200},
  biburl       = {https://dblp.org/rec/conf/kes/ObembeB10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/waim/ZhangWQ10,
  author       = {Qian Zhang and
                  Shan Wang and
                  Biao Qin},
  editor       = {Lei Chen and
                  Changjie Tang and
                  Jun Yang and
                  Yunjun Gao},
  title        = {Cleaning Uncertain Streams by Parallelized Probabilistic Graphical
                  Models},
  booktitle    = {Web-Age Information Management, 11th International Conference, {WAIM}
                  2010, Jiuzhaigou, China, July 15-17, 2010. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {6184},
  pages        = {274--279},
  publisher    = {Springer},
  year         = {2010},
  url          = {https://doi.org/10.1007/978-3-642-14246-8\_28},
  doi          = {10.1007/978-3-642-14246-8\_28},
  timestamp    = {Thu, 20 Feb 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/waim/ZhangWQ10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1008-1566,
  author       = {Zhemin Zhu},
  title        = {Factorizing Probabilistic Graphical Models Using Cooccurrence Rate},
  journal      = {CoRR},
  volume       = {abs/1008.1566},
  year         = {2010},
  url          = {http://arxiv.org/abs/1008.1566},
  eprinttype    = {arXiv},
  eprint       = {1008.1566},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1008-1566.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@book{DBLP:books/daglib/0023091,
  author       = {Daphne Koller and
                  Nir Friedman},
  title        = {Probabilistic Graphical Models - Principles and Techniques},
  publisher    = {{MIT} Press},
  year         = {2009},
  url          = {http://mitpress.mit.edu/catalog/item/default.asp?ttype=2\&tid=11886},
  isbn         = {978-0-262-01319-2},
  timestamp    = {Wed, 09 Feb 2011 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/books/daglib/0023091.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/hal/Barrat09,
  author       = {Sabine Barrat},
  title        = {Mod{\`{e}}les graphiques probabilistes pour la reconnaissance de formes.
                  (Probabilistic graphical models for shape recognition)},
  school       = {Nancy 2 University, France},
  year         = {2009},
  url          = {https://tel.archives-ouvertes.fr/tel-00530755},
  timestamp    = {Tue, 21 Jul 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/hal/Barrat09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/hal/Donat09,
  author       = {Roland Donat},
  title        = {Mod{\'{e}}lisation de la fiabilit{\'{e}} et de la maintenance
                  par mod{\`{e}}les graphiques probabilistes : application {\`{a}} la
                  pr{\'{e}}vention des ruptures de rail. (Reliability and maintenance
                  modelling based on probabilistic graphical models : case study on
                  rail prevention)},
  school       = {{INSA} de Rouen, France},
  year         = {2009},
  url          = {https://tel.archives-ouvertes.fr/tel-00474389},
  timestamp    = {Tue, 21 Jul 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/hal/Donat09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/us/Kremenek09,
  author       = {Ted Kremenek},
  title        = {From uncertainty to bugs: inferring defects in software systems with
                  static analysis, statistical methods, and probabilistic graphical
                  models},
  school       = {Stanford University, {USA}},
  year         = {2009},
  url          = {https://searchworks.stanford.edu/view/7950178},
  timestamp    = {Mon, 05 Sep 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/us/Kremenek09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/JoungF09,
  author       = {Je{-}Gun Joung and
                  Zhangjun Fei},
  title        = {Identification of microRNA regulatory modules in \emph{Arabidopsis}
                  via a probabilistic graphical model},
  journal      = {Bioinform.},
  volume       = {25},
  number       = {3},
  pages        = {387--393},
  year         = {2009},
  url          = {https://doi.org/10.1093/bioinformatics/btn626},
  doi          = {10.1093/BIOINFORMATICS/BTN626},
  timestamp    = {Mon, 02 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bioinformatics/JoungF09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pami/JiLMTHS09,
  author       = {Qiang Ji and
                  Jiebo Luo and
                  Dimitris N. Metaxas and
                  Antonio Torralba and
                  Thomas S. Huang and
                  Erik B. Sudderth},
  title        = {Guest Editors' Introduction to the Special Section on Probabilistic
                  Graphical Models},
  journal      = {{IEEE} Trans. Pattern Anal. Mach. Intell.},
  volume       = {31},
  number       = {10},
  pages        = {1729--1732},
  year         = {2009},
  url          = {https://doi.org/10.1109/TPAMI.2009.160},
  doi          = {10.1109/TPAMI.2009.160},
  timestamp    = {Wed, 07 Dec 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/pami/JiLMTHS09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ton/LiuJ09,
  author       = {Guanglei Liu and
                  Chuanyi Ji},
  title        = {Scalability of network-failure resilience: analysis using multi-layer
                  probabilistic graphical models},
  journal      = {{IEEE/ACM} Trans. Netw.},
  volume       = {17},
  number       = {1},
  pages        = {319--331},
  year         = {2009},
  url          = {http://doi.acm.org/10.1145/1514070.1514093},
  doi          = {10.1145/1514070.1514093},
  timestamp    = {Mon, 23 Mar 2009 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ton/LiuJ09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/globecom/LevesqueE09,
  author       = {Martin L{\'{e}}vesque and
                  Halima Elbiaze},
  title        = {Graphical Probabilistic Routing Model for {OBS} Networks with Realistic
                  Traffic Scenario},
  booktitle    = {Proceedings of the Global Communications Conference, 2009. {GLOBECOM}
                  2009, Honolulu, Hawaii, USA, 30 November - 4 December 2009},
  pages        = {1--6},
  publisher    = {{IEEE}},
  year         = {2009},
  url          = {https://doi.org/10.1109/GLOCOM.2009.5425570},
  doi          = {10.1109/GLOCOM.2009.5425570},
  timestamp    = {Mon, 24 Jul 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/globecom/LevesqueE09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccpol/HuangH09,
  author       = {Minhua Huang and
                  Robert M. Haralick},
  editor       = {Wenjie Li and
                  Diego Moll{\'{a}} Aliod},
  title        = {A Probabilistic Graphical Model for Recognizing {NP} Chunks in Texts},
  booktitle    = {Computer Processing of Oriental Languages. Language Technology for
                  the Knowledge-based Economy, 22nd International Conference, {ICCPOL}
                  2009, Hong Kong, March 26-27, 2009. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {5459},
  pages        = {23--33},
  publisher    = {Springer},
  year         = {2009},
  url          = {https://doi.org/10.1007/978-3-642-00831-3\_3},
  doi          = {10.1007/978-3-642-00831-3\_3},
  timestamp    = {Tue, 14 May 2019 10:00:40 +0200},
  biburl       = {https://dblp.org/rec/conf/iccpol/HuangH09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccv/LoyXG09,
  author       = {Chen Change Loy and
                  Tao Xiang and
                  Shaogang Gong},
  title        = {Modelling activity global temporal dependencies using Time Delayed
                  Probabilistic Graphical Model},
  booktitle    = {{IEEE} 12th International Conference on Computer Vision, {ICCV} 2009,
                  Kyoto, Japan, September 27 - October 4, 2009},
  pages        = {120--127},
  publisher    = {{IEEE} Computer Society},
  year         = {2009},
  url          = {https://doi.org/10.1109/ICCV.2009.5459156},
  doi          = {10.1109/ICCV.2009.5459156},
  timestamp    = {Wed, 10 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/iccv/LoyXG09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icig/LiZ09,
  author       = {Qiuxu Li and
                  Jieyu Zhao},
  title        = {A Novel Approach to Object/Background Segmentation Based on the Probabilistic
                  Graphical Model},
  booktitle    = {Proceedings of the Fifth International Conference on Image and Graphics,
                  {ICIG} 2009, Xi'an, Shanxi, China, 20-23 September 2009},
  pages        = {162--167},
  publisher    = {{IEEE} Computer Society},
  year         = {2009},
  url          = {https://doi.org/10.1109/ICIG.2009.14},
  doi          = {10.1109/ICIG.2009.14},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icig/LiZ09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/RoyLW09,
  author       = {Sushmita Roy and
                  Terran Lane and
                  Margaret Werner{-}Washburne},
  editor       = {Andrea Pohoreckyj Danyluk and
                  L{\'{e}}on Bottou and
                  Michael L. Littman},
  title        = {Learning structurally consistent undirected probabilistic graphical
                  models},
  booktitle    = {Proceedings of the 26th Annual International Conference on Machine
                  Learning, {ICML} 2009, Montreal, Quebec, Canada, June 14-18, 2009},
  series       = {{ACM} International Conference Proceeding Series},
  volume       = {382},
  pages        = {905--912},
  publisher    = {{ACM}},
  year         = {2009},
  url          = {https://doi.org/10.1145/1553374.1553490},
  doi          = {10.1145/1553374.1553490},
  timestamp    = {Sat, 30 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/RoyLW09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/imcsit/IgnacS09,
  author       = {Tomasz Ignac and
                  Uli Sorger},
  title        = {1{\(\vert\)}Functions on probabilistic graphical models},
  booktitle    = {Proceedings of the International Multiconference on Computer Science
                  and Information Technology, {IMCSIT} 2009, Mragowo, Poland, 12-14
                  October 2009},
  pages        = {49--56},
  publisher    = {{IEEE}},
  year         = {2009},
  url          = {https://doi.org/10.1109/IMCSIT.2009.5352794},
  doi          = {10.1109/IMCSIT.2009.5352794},
  timestamp    = {Fri, 26 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/imcsit/IgnacS09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/micai/DiazLLB09,
  author       = {Elva D{\'{\i}}az and
                  Eunice Ponce de Le{\'{o}}n and
                  Pedro Larra{\~{n}}aga and
                  Concha Bielza},
  editor       = {Arturo Hern{\'{a}}ndez Aguirre and
                  Ra{\'{u}}l Monroy Borja and
                  Carlos A. Reyes Garc{\'{\i}}a},
  title        = {Probabilistic Graphical Markov Model Learning: An Adaptive Strategy},
  booktitle    = {{MICAI} 2009: Advances in Artificial Intelligence, 8th Mexican International
                  Conference on Artificial Intelligence, Guanajuato, Mexico, November
                  9-13, 2009. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {5845},
  pages        = {225--236},
  publisher    = {Springer},
  year         = {2009},
  url          = {https://doi.org/10.1007/978-3-642-05258-3\_20},
  doi          = {10.1007/978-3-642-05258-3\_20},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/micai/DiazLLB09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mva/ChanCWL09,
  author       = {Yi{-}Chia Chan and
                  Cheng{-}Chieh Chiang and
                  Kai{-}Ming Wang and
                  Greg C. Lee},
  title        = {Video-Based Face Recognition Using a Probabilistic Graphical Model},
  booktitle    = {Proceedings of the {IAPR} Conference on Machine Vision Applications
                  {(IAPR} {MVA} 2009), Keio University, Yokohama, Japan, May 20-22,
                  2009},
  pages        = {106--109},
  year         = {2009},
  url          = {http://www.mva-org.jp/Proceedings/2009CD/papers/03-20.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/mva/ChanCWL09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/CarbonettoKH09,
  author       = {Peter Carbonetto and
                  Matthew King and
                  Firas Hamze},
  editor       = {Yoshua Bengio and
                  Dale Schuurmans and
                  John D. Lafferty and
                  Christopher K. I. Williams and
                  Aron Culotta},
  title        = {A Stochastic approximation method for inference in probabilistic graphical
                  models},
  booktitle    = {Advances in Neural Information Processing Systems 22: 23rd Annual
                  Conference on Neural Information Processing Systems 2009. Proceedings
                  of a meeting held 7-10 December 2009, Vancouver, British Columbia,
                  Canada},
  pages        = {216--224},
  publisher    = {Curran Associates, Inc.},
  year         = {2009},
  url          = {https://proceedings.neurips.cc/paper/2009/hash/19ca14e7ea6328a42e0eb13d585e4c22-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/CarbonettoKH09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/recomb/ZhaoPDFSX09,
  author       = {Feng Zhao and
                  Jian Peng and
                  Joe DeBartolo and
                  Karl F. Freed and
                  Tobin R. Sosnick and
                  Jinbo Xu},
  editor       = {Serafim Batzoglou},
  title        = {A Probabilistic Graphical Model for Ab Initio Folding},
  booktitle    = {Research in Computational Molecular Biology, 13th Annual International
                  Conference, {RECOMB} 2009, Tucson, AZ, USA, May 18-21, 2009. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {5541},
  pages        = {59--73},
  publisher    = {Springer},
  year         = {2009},
  url          = {https://doi.org/10.1007/978-3-642-02008-7\_5},
  doi          = {10.1007/978-3-642-02008-7\_5},
  timestamp    = {Mon, 13 May 2019 09:30:09 +0200},
  biburl       = {https://dblp.org/rec/conf/recomb/ZhaoPDFSX09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-0901-0753,
  author       = {Sung{-}eok Jeon and
                  Chuanyi Ji},
  title        = {Distributed Preemption Decisions: Probabilistic Graphical Model, Algorithm
                  and Near-Optimality},
  journal      = {CoRR},
  volume       = {abs/0901.0753},
  year         = {2009},
  url          = {http://arxiv.org/abs/0901.0753},
  eprinttype    = {arXiv},
  eprint       = {0901.0753},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-0901-0753.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-0907-4447,
  author       = {Martin L{\'{e}}vesque and
                  Halima Elbiaze},
  title        = {Graphical Probabilistic Routing Model for {OBS} Networks with Realistic
                  Traffic Scenario},
  journal      = {CoRR},
  volume       = {abs/0907.4447},
  year         = {2009},
  url          = {http://arxiv.org/abs/0907.4447},
  eprinttype    = {arXiv},
  eprint       = {0907.4447},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-0907-4447.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/basesearch/Jiao08,
  author       = {Feng Jiao},
  title        = {Probabilistic Graphical Models and Algorithms for},
  school       = {University of Waterloo, Ontario, Canada},
  year         = {2008},
  url          = {https://hdl.handle.net/10012/3773},
  timestamp    = {Wed, 04 May 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/basesearch/Jiao08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcb/WexlerG08,
  author       = {Ydo Wexler and
                  Dan Geiger},
  title        = {Variational Upper and Lower Bounds for Probabilistic Graphical Models},
  journal      = {J. Comput. Biol.},
  volume       = {15},
  number       = {7},
  pages        = {721--735},
  year         = {2008},
  url          = {https://doi.org/10.1089/cmb.2007.0129},
  doi          = {10.1089/CMB.2007.0129},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jcb/WexlerG08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pvldb/WangMGH08,
  author       = {Daisy Zhe Wang and
                  Eirinaios Michelakis and
                  Minos N. Garofalakis and
                  Joseph M. Hellerstein},
  title        = {BayesStore: managing large, uncertain data repositories with probabilistic
                  graphical models},
  journal      = {Proc. {VLDB} Endow.},
  volume       = {1},
  number       = {1},
  pages        = {340--351},
  year         = {2008},
  url          = {http://www.vldb.org/pvldb/vol1/1453896.pdf},
  doi          = {10.14778/1453856.1453896},
  timestamp    = {Sat, 25 Apr 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/pvldb/WangMGH08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cec/HongKWRC08,
  author       = {Yi Hong and
                  Sam Kwong and
                  Hanli Wang and
                  Qingsheng Ren and
                  Yuchou Chang},
  title        = {Probabilistic and Graphical Model based Genetic Algorithm Driven Clustering
                  with Instance-level Constraints},
  booktitle    = {Proceedings of the {IEEE} Congress on Evolutionary Computation, {CEC}
                  2008, June 1-6, 2008, Hong Kong, China},
  pages        = {322--329},
  publisher    = {{IEEE}},
  year         = {2008},
  url          = {https://doi.org/10.1109/CEC.2008.4630817},
  doi          = {10.1109/CEC.2008.4630817},
  timestamp    = {Thu, 16 Dec 2021 14:01:33 +0100},
  biburl       = {https://dblp.org/rec/conf/cec/HongKWRC08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iscas/ChenZL08,
  author       = {Siyue Chen and
                  Wenjie Zhu and
                  Henry Leung},
  title        = {Thermo-visual video fusion using probabilistic graphical model for
                  human tracking},
  booktitle    = {International Symposium on Circuits and Systems {(ISCAS} 2008), 18-21
                  May 2008, Sheraton Seattle Hotel, Seattle, Washington, {USA}},
  pages        = {1926--1929},
  publisher    = {{IEEE}},
  year         = {2008},
  url          = {https://doi.org/10.1109/ISCAS.2008.4541820},
  doi          = {10.1109/ISCAS.2008.4541820},
  timestamp    = {Wed, 16 Oct 2019 14:14:49 +0200},
  biburl       = {https://dblp.org/rec/conf/iscas/ChenZL08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/il/Wexler07,
  author       = {Ydo Wexler},
  title        = {Variational approximations for probabilistic graphical models},
  school       = {Technion - Israel Institute of Technology, Israel},
  year         = {2007},
  url          = {https://technion.primo.exlibrisgroup.com/permalink/972TEC\_INST/q1jq5o/alma990022913550203971},
  timestamp    = {Thu, 01 Dec 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/phd/il/Wexler07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/us/Lan07,
  author       = {Xiangyang Lan},
  title        = {Building tractable probabilistic graphical models for computer vision
                  problems},
  school       = {Cornell University, {USA}},
  year         = {2007},
  timestamp    = {Fri, 01 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/us/Lan07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jsac/LiuJ07,
  author       = {Guanglei Liu and
                  Chuanyi Ji},
  title        = {Resilience of all-optical network architectures under in-band crosstalk
                  attacks: a probabilistic graphical model approach},
  journal      = {{IEEE} J. Sel. Areas Commun.},
  volume       = {25},
  number       = {{S-3}},
  pages        = {2--17},
  year         = {2007},
  url          = {https://doi.org/10.1109/JSAC-OCN.2007.022305},
  doi          = {10.1109/JSAC-OCN.2007.022305},
  timestamp    = {Thu, 02 Apr 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jsac/LiuJ07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ploscb/Airoldi07,
  author       = {Edoardo M. Airoldi},
  title        = {Getting Started in Probabilistic Graphical Models},
  journal      = {PLoS Comput. Biol.},
  volume       = {3},
  number       = {12},
  year         = {2007},
  url          = {https://doi.org/10.1371/journal.pcbi.0030252},
  doi          = {10.1371/JOURNAL.PCBI.0030252},
  timestamp    = {Thu, 10 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ploscb/Airoldi07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/Gogate07,
  author       = {Vibhav Gogate},
  title        = {Approximate Inference in Probabilistic Graphical Models with Determinism},
  booktitle    = {Proceedings of the Twenty-Second {AAAI} Conference on Artificial Intelligence,
                  July 22-26, 2007, Vancouver, British Columbia, Canada},
  pages        = {1927--1928},
  publisher    = {{AAAI} Press},
  year         = {2007},
  url          = {http://www.aaai.org/Library/AAAI/2007/aaai07-338.php},
  timestamp    = {Tue, 05 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aaai/Gogate07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icassp/PutthividhyaANL07,
  author       = {Duangmanee Putthividhya and
                  Hagai Attias and
                  Srikantan S. Nagarajan and
                  Te{-}Won Lee},
  title        = {Probabilistic Graphical Model for Auto-Annotation, Content-Based Retrieval,
                  and Classification of {TV} Clips Containing Audio, Video, and Text},
  booktitle    = {Proceedings of the {IEEE} International Conference on Acoustics, Speech,
                  and Signal Processing, {ICASSP} 2007, Honolulu, Hawaii, USA, April
                  15-20, 2007},
  pages        = {789--792},
  publisher    = {{IEEE}},
  year         = {2007},
  url          = {https://doi.org/10.1109/ICASSP.2007.366354},
  doi          = {10.1109/ICASSP.2007.366354},
  timestamp    = {Mon, 22 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icassp/PutthividhyaANL07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icmla/Xing07,
  author       = {Eric P. Xing},
  editor       = {M. Arif Wani and
                  Mehmed M. Kantardzic and
                  Tao Li and
                  Ying Liu and
                  Lukasz A. Kurgan and
                  Jieping Ye and
                  Mitsunori Ogihara and
                  Seref Sagiroglu and
                  Xue{-}wen Chen and
                  Leif E. Peterson and
                  Khalid Hafeez},
  title        = {Probabilistic Graphical Models-Theory, Algorithm, and Application},
  booktitle    = {The Sixth International Conference on Machine Learning and Applications,
                  {ICMLA} 2007, Cincinnati, Ohio, USA, 13-15 December 2007},
  publisher    = {{IEEE} Computer Society},
  year         = {2007},
  url          = {https://doi.org/10.1109/ICMLA.2007.126},
  doi          = {10.1109/ICMLA.2007.126},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icmla/Xing07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ictai/Kruse07,
  author       = {Rudolf Kruse},
  title        = {Probabilistic Graphical Models for Data Mining and Planning in Automotive
                  Industry},
  booktitle    = {19th {IEEE} International Conference on Tools with Artificial Intelligence
                  {(ICTAI} 2007), October 29-31, 2007, Patras, Greece, Volume 1},
  publisher    = {{IEEE} Computer Society},
  year         = {2007},
  url          = {https://doi.org/10.1109/ICTAI.2007.182},
  doi          = {10.1109/ICTAI.2007.182},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/ictai/Kruse07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigir/KoNS07,
  author       = {Jeongwoo Ko and
                  Eric Nyberg and
                  Luo Si},
  editor       = {Wessel Kraaij and
                  Arjen P. de Vries and
                  Charles L. A. Clarke and
                  Norbert Fuhr and
                  Noriko Kando},
  title        = {A probabilistic graphical model for joint answer ranking in question
                  answering},
  booktitle    = {{SIGIR} 2007: Proceedings of the 30th Annual International {ACM} {SIGIR}
                  Conference on Research and Development in Information Retrieval, Amsterdam,
                  The Netherlands, July 23-27, 2007},
  pages        = {343--350},
  publisher    = {{ACM}},
  year         = {2007},
  url          = {https://doi.org/10.1145/1277741.1277801},
  doi          = {10.1145/1277741.1277801},
  timestamp    = {Tue, 06 Nov 2018 11:07:23 +0100},
  biburl       = {https://dblp.org/rec/conf/sigir/KoNS07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/vldb/DeshpandeS07,
  author       = {Amol Deshpande and
                  Sunita Sarawagi},
  editor       = {Christoph Koch and
                  Johannes Gehrke and
                  Minos N. Garofalakis and
                  Divesh Srivastava and
                  Karl Aberer and
                  Anand Deshpande and
                  Daniela Florescu and
                  Chee Yong Chan and
                  Venkatesh Ganti and
                  Carl{-}Christian Kanne and
                  Wolfgang Klas and
                  Erich J. Neuhold},
  title        = {Probabilistic Graphical Models and their Role in Databases},
  booktitle    = {Proceedings of the 33rd International Conference on Very Large Data
                  Bases, University of Vienna, Austria, September 23-27, 2007},
  pages        = {1435--1436},
  publisher    = {{ACM}},
  year         = {2007},
  url          = {http://www.vldb.org/conf/2007/papers/tutorials/p1435-deshpande.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/vldb/DeshpandeS07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/Airoldi07,
  author       = {Edoardo M. Airoldi},
  title        = {Getting started in probabilistic graphical models},
  journal      = {CoRR},
  volume       = {abs/0706.2040},
  year         = {2007},
  url          = {http://arxiv.org/abs/0706.2040},
  eprinttype    = {arXiv},
  eprint       = {0706.2040},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/Airoldi07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/debu/Getoor06,
  author       = {Lise Getoor},
  title        = {An Introduction to Probabilistic Graphical Models for Relational Data},
  journal      = {{IEEE} Data Eng. Bull.},
  volume       = {29},
  number       = {1},
  pages        = {32--39},
  year         = {2006},
  url          = {http://sites.computer.org/debull/A06mar/getoor.ps},
  timestamp    = {Tue, 10 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/debu/Getoor06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijar/LucasGS06,
  author       = {Peter J. F. Lucas and
                  Jos{\'{e}} A. G{\'{a}}mez and
                  Antonio Salmer{\'{o}}n},
  title        = {Special issue on PGM'04: Second European workshop on probabilistic
                  graphical models 2004},
  journal      = {Int. J. Approx. Reason.},
  volume       = {42},
  number       = {1-2},
  pages        = {1--3},
  year         = {2006},
  url          = {https://doi.org/10.1016/j.ijar.2005.10.008},
  doi          = {10.1016/J.IJAR.2005.10.008},
  timestamp    = {Tue, 16 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ijar/LucasGS06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/todaes/BhanjaLR06,
  author       = {Sanjukta Bhanja and
                  Karthikeyan Lingasubramanian and
                  N. Ranganathan},
  title        = {A stimulus-free graphical probabilistic switching model for sequential
                  circuits using dynamic bayesian networks},
  journal      = {{ACM} Trans. Design Autom. Electr. Syst.},
  volume       = {11},
  number       = {3},
  pages        = {773--796},
  year         = {2006},
  url          = {https://doi.org/10.1145/1142980.1142990},
  doi          = {10.1145/1142980.1142990},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/todaes/BhanjaLR06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iat/AnC06,
  author       = {Xiangdong An and
                  Nick Cercone},
  title        = {Iterative Compilation of Multiagent Probabilistic Graphical Models},
  booktitle    = {Proceedings of the 2006 {IEEE/WIC/ACM} International Conference on
                  Intelligent Agent Technology, Hong Kong, China, 18-22 December 2006},
  pages        = {233--239},
  publisher    = {{IEEE} Computer Society},
  year         = {2006},
  url          = {https://doi.org/10.1109/IAT.2006.82},
  doi          = {10.1109/IAT.2006.82},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/iat/AnC06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icmcs/YanCH06,
  author       = {Rong Yan and
                  Ming{-}yu Chen and
                  Alexander G. Hauptmann},
  title        = {Mining Relationship Between Video Concepts using Probabilistic Graphical
                  Models},
  booktitle    = {Proceedings of the 2006 {IEEE} International Conference on Multimedia
                  and Expo, {ICME} 2006, July 9-12 2006, Toronto, Ontario, Canada},
  pages        = {301--304},
  publisher    = {{IEEE} Computer Society},
  year         = {2006},
  url          = {https://doi.org/10.1109/ICME.2006.262458},
  doi          = {10.1109/ICME.2006.262458},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icmcs/YanCH06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/interspeech/Attias06,
  author       = {Hagai Thomas Attias},
  title        = {A probabilistic graphical model for microphone array source separation
                  using rich pre-trained source models},
  booktitle    = {{INTERSPEECH} 2006 - ICSLP, Ninth International Conference on Spoken
                  Language Processing, Pittsburgh, PA, USA, September 17-21, 2006},
  publisher    = {{ISCA}},
  year         = {2006},
  url          = {https://doi.org/10.21437/Interspeech.2006-657},
  doi          = {10.21437/INTERSPEECH.2006-657},
  timestamp    = {Thu, 22 Jun 2023 16:42:16 +0200},
  biburl       = {https://dblp.org/rec/conf/interspeech/Attias06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/isit/LiuJ06,
  author       = {Guanglei Liu and
                  Chuanyi Ji},
  title        = {Resilient Architecture of All-Optical Networks: Probabilistic Graphical
                  Models for Crosstalk Attack Propagation},
  booktitle    = {Proceedings 2006 {IEEE} International Symposium on Information Theory,
                  {ISIT} 2006, The Westin Seattle, Seattle, Washington, USA, July 9-14,
                  2006},
  pages        = {2914--2918},
  publisher    = {{IEEE}},
  year         = {2006},
  url          = {https://doi.org/10.1109/ISIT.2006.261673},
  doi          = {10.1109/ISIT.2006.261673},
  timestamp    = {Wed, 16 Oct 2019 14:14:48 +0200},
  biburl       = {https://dblp.org/rec/conf/isit/LiuJ06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/AbellanGM06,
  author       = {Joaqu{\'{\i}}n Abell{\'{a}}n and
                  Manuel G{\'{o}}mez{-}Olmedo and
                  Seraf{\'{\i}}n Moral},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Some Variations on the {PC} Algorithm},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {1--8},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/41\_paper.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/AbellanGM06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/AntalGHM06,
  author       = {Peter Antal and
                  Andr{\'{a}}s Gezsi and
                  G{\'{a}}bor Hull{\'{a}}m and
                  Andr{\'{a}}s Millinghoffer},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Learning Complex Bayesian Network Features for Classification},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {9--16},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/37\_paper.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/AntalGHM06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/AntalM06,
  author       = {Peter Antal and
                  Andr{\'{a}}s Millinghoffer},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Literature Mining using Bayesian Networks},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {17--24},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/36\_paper.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/AntalM06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/AntonucciZ06,
  author       = {Alessandro Antonucci and
                  Marco Zaffalon},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Locally specified credal networks},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {25--34},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/26\_paper.pdf},
  timestamp    = {Tue, 19 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/AntonucciZ06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/BangsoSJ06,
  author       = {Olav Bangs{\o} and
                  N. Sondberg{-}Madsen and
                  Finn Verner Jensen},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {A Bayesian Network Framework for the Construction of Virtual Agents
                  with Human-like Behaviour},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {35--42},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/14\_paper.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/BangsoSJ06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/Bolt06,
  author       = {Janneke H. Bolt},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Loopy Propagation: the Convergence Error in Markov Networks},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {43--50},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/40\_paper.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/Bolt06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/BoltG06,
  author       = {Janneke H. Bolt and
                  Linda C. van der Gaag},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Preprocessing the {MAP} Problem},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {51--58},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/42\_paper.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/BoltG06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/ChenZ06,
  author       = {Tao Chen and
                  Nevin Lianwen Zhang},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Quartet-Based Learning of Shallow Latent Variables},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {59--66},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/10\_paper.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/ChenZ06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/Cobb06,
  author       = {Barry R. Cobb},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Continuous Decision {MTE} Influence Diagrams},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {67--74},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/6\_paper.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/Cobb06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/FeeldersI06,
  author       = {A. J. Feelders and
                  Jevgenijs Ivanovs},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Discriminative Scoring of Bayesian Network Classifiers: a Comparative
                  Study},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {75--82},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/16\_paper.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/FeeldersI06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/FloresGM06,
  author       = {M. Julia Flores and
                  Jos{\'{e}} A. G{\'{a}}mez and
                  Seraf{\'{\i}}n Moral},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {The Independency tree model: a new approach for clustering and factorisation},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {83--90},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/38\_paper.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/FloresGM06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/FrancoisL06,
  author       = {Olivier Fran{\c{c}}ois and
                  Philippe Leray},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Learning the Tree Augmented Naive Bayes Classifier from incomplete
                  datasets},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {91--98},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/12\_paper.pdf},
  timestamp    = {Tue, 30 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/FrancoisL06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/GaagRG06,
  author       = {Linda C. van der Gaag and
                  Silja Renooij and
                  Petra L. Geenen},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Lattices for Studying Monotonicity of Bayesian Networks},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {99--106},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/57\_paper.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/GaagRG06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/GaagW06,
  author       = {Linda C. van der Gaag and
                  Peter R. de Waal},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Multi-dimensional Bayesian Network Classifiers},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {107--114},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/47\_paper.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/GaagW06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/GamezMP06,
  author       = {Jos{\'{e}} A. G{\'{a}}mez and
                  Juan L. Mateo and
                  Jos{\'{e}} Miguel Puerta},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Dependency networks based classifiers: learning models by using independence},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {115--122},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/55\_paper.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/GamezMP06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/GamezRS06,
  author       = {Jos{\'{e}} A. G{\'{a}}mez and
                  Rafael Rum{\'{\i}} and
                  Antonio Salmer{\'{o}}n},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Unsupervised naive Bayes for data clustering with mixtures of truncated
                  exponentials},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {123--130},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/56\_paper.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/GamezRS06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/GervenD06,
  author       = {Marcel van Gerven and
                  Francisco Javier D{\'{\i}}ez},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Selecting Strategies for Infinite-Horizon Dynamic {LIMIDS}},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {131--138},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/25\_paper.pdf},
  timestamp    = {Mon, 22 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/GervenD06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/Gomez-VillegasMS06,
  author       = {Miguel {\'{A}}ngel G{\'{o}}mez{-}Villegas and
                  Paloma Main and
                  Rosario Susi},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Sensitivity analysis of extreme inaccuracies in Gaussian Bayesian
                  Networks},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {139--146},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/15\_paper.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/Gomez-VillegasMS06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/GonzalesJ06,
  author       = {Christophe Gonzales and
                  N. Jouve},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Learning Bayesian Networks Structure using Markov Networks},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {147--154},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/59\_paper.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/GonzalesJ06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/HoyerSK06,
  author       = {Patrik O. Hoyer and
                  Shohei Shimizu and
                  Antti J. Kerminen},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Estimation of linear, non-gaussian causal models in the presence of
                  confounding latent variables},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {155--162},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/39\_paper.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/HoyerSK06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/JurgelenaiteH06,
  author       = {Rasa Jurgelenaite and
                  Tom Heskes},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Symmetric Causal Independence Models for Classification},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {163--170},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/54\_paper.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/JurgelenaiteH06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/KwisthoutT06,
  author       = {Johan Kwisthout and
                  Gerard Tel},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Complexity Results for Enhanced Qualitative Probabilistic Networks},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {171--178},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/24\_paper.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/KwisthoutT06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/LuqueD06,
  author       = {Manuel Luque and
                  Francisco Javier D{\'{\i}}ez},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Decision analysis with influence diagrams using Elvira's explanation
                  facilities},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {179--186},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/22\_paper.pdf},
  timestamp    = {Mon, 22 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/LuqueD06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/MartinezRS06,
  author       = {Irene Mart{\'{\i}}nez and
                  Carmelo Rodr{\'{\i}}guez and
                  Antonio Salmer{\'{o}}n},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Dynamic importance sampling in Bayesian networks using factorisation
                  of probability trees},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {187--194},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/46\_paper.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/MartinezRS06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/MeganckMLM06,
  author       = {Stijn Meganck and
                  Sam Maes and
                  Philippe Leray and
                  Bernard Manderick},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Learning Semi-Markovian Causal Models using Experiments},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {195--206},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/19\_paper.pdf},
  timestamp    = {Tue, 30 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/MeganckMLM06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/MortonPSSW06,
  author       = {Jason Morton and
                  Lior Pachter and
                  Anne Shiu and
                  Bernd Sturmfels and
                  Oliver Wienand},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Geometry of rank tests},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {207--214},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/7\_paper.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/MortonPSSW06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/NielsenJ06,
  author       = {Jens Dalgaard Nielsen and
                  Manfred Jaeger},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {An Empirical Study of Efficiency and Accuracy of Probabilistic Graphical
                  Models},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {215--222},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/33\_paper.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/NielsenJ06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/NielsenN06,
  author       = {S{\o}ren Holbech Nielsen and
                  Thomas D. Nielsen},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Adapting Bayes Network Structures to Non-stationary Domains},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {223--230},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/17\_paper.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/NielsenN06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/OlesenHDBT06,
  author       = {Kristian G. Olesen and
                  Ole K. Hejlesen and
                  Ram Dessau and
                  Ivan Beltoft and
                  Michael Trangeled},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Diagnosing Lyme disease - Tailoring patient specific Bayesian networks
                  for temporal reasoning},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {231--238},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/35\_paper.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/OlesenHDBT06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/Ozgur-UnluakinB06,
  author       = {Demet {\"{O}}zg{\"{u}}r{-}{\"{U}}nl{\"{u}}akin and
                  Taner Bilgi{\c{c}}},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Predictive Maintenance using Dynamic Probabilistic Networks},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {239--246},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/43\_paper.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/Ozgur-UnluakinB06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/PenaNBT06,
  author       = {Jos{\'{e}} M. Pe{\~{n}}a and
                  Roland Nilsson and
                  Johan Bj{\"{o}}rkegren and
                  Jesper Tegn{\'{e}}r},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Reading Dependencies from the Minimal Undirected Independence Map
                  of a Graphoid that Satisfies Weak Transitivity},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {247--254},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/11\_paper.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/PenaNBT06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/RenooijG06,
  author       = {Silja Renooij and
                  Linda C. van der Gaag},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Evidence and Scenario Sensitivities in Naive Bayesian Classifiers},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {255--262},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/23\_paper.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/RenooijG06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/ReyesISM06,
  author       = {Alberto Reyes and
                  Pablo H. Ibarg{\"{u}}engoytia and
                  Luis Enrique Sucar and
                  Eduardo F. Morales},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Abstraction and Refinement for Solving Continuous Markov Decision
                  Processes},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {263--270},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/49\_paper.pdf},
  timestamp    = {Mon, 19 Apr 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/ReyesISM06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/SantafeLL06,
  author       = {Guzm{\'{a}}n Santaf{\'{e}} and
                  Jos{\'{e}} Antonio Lozano and
                  Pedro Larra{\~{n}}aga},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Bayesian Model Averaging of {TAN} Models for Clustering},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {271--278},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/53\_paper.pdf},
  timestamp    = {Wed, 28 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/SantafeLL06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/Simecek06,
  author       = {Petr Simecek},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {A Short Note on Discrete Representability of Independence Models},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {287--292},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/64\_paper.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/Simecek06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/SunDY06,
  author       = {Xiaoxun Sun and
                  Marek J. Druzdzel and
                  Changhe Yuan},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Dynamic Weighting A* Search-based {MAP} Algorithm for Bayesian Networks},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {279--286},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/30\_paper.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/SunDY06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/ThwaitesS06,
  author       = {Peter A. Thwaites and
                  Jim Q. Smith},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Evaluating Causal effects using Chain Event Graphs},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {293--300},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/18\_paper.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/ThwaitesS06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/WangZ06,
  author       = {Yi Wang and
                  Nevin Lianwen Zhang},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Severity of Local Maxima for the {EM} Algorithm: Experiences with
                  Hierarchical Latent Class Models},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {301--308},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/9\_paper.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/WangZ06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/Xiang06,
  author       = {Y. Xiang},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Optimal Design with Design Networks},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {309--316},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/5\_paper.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/Xiang06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/YuanD06,
  author       = {Changhe Yuan and
                  Marek J. Druzdzel},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Hybrid Loopy Belief Propagation},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {317--324},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/31\_paper.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/YuanD06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/ZagoreckiD06,
  author       = {Adam Zagorecki and
                  Marek J. Druzdzel},
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Probabilistic Independence of Causal Influences},
  booktitle    = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  pages        = {325--332},
  year         = {2006},
  url          = {http://www.utia.cas.cz/files/mtr/pgm06/62\_paper.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/ZagoreckiD06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/scss/BritoMGF06,
  author       = {M{\'{a}}rio Brito and
                  John May and
                  Julio Gallardo and
                  Ed Fergus},
  editor       = {Felix Redmill and
                  Tom Anderson},
  title        = {Use of Graphical Probabilistic Models to build {SIL} claims based
                  on software safety standards such as {IEC61508-3}},
  booktitle    = {Developments in Risk-based Approaches to Safety - Proceedings of the
                  Fourteenth Safety-critical Systems Symposium, Bristol, UK, February
                  7-9, 2006},
  pages        = {241--259},
  publisher    = {Springer},
  year         = {2006},
  url          = {https://doi.org/10.1007/1-84628-447-3\_14},
  doi          = {10.1007/1-84628-447-3\_14},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/scss/BritoMGF06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/pgm/2006,
  editor       = {Milan Studen{\'{y}} and
                  Jir{\'{\i}} Vomlel},
  title        = {Third European Workshop on Probabilistic Graphical Models, 12-15 September
                  2006, Prague, Czech Republic. Electronic Proceedings},
  year         = {2006},
  timestamp    = {Mon, 03 Nov 2008 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/2006.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/ethos/Gyftodimos05,
  author       = {Elias Gyftodimos},
  title        = {A probabilistic graphical model framework for higher-order term-based
                  representations},
  school       = {University of Bristol, {UK}},
  year         = {2005},
  url          = {https://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.425088},
  timestamp    = {Tue, 05 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/ethos/Gyftodimos05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijait/MadsenJKL05,
  author       = {Anders L. Madsen and
                  Frank Jensen and
                  Uffe Kj{\ae}rulff and
                  Michael Lang},
  title        = {The Hugin Tool for Probabilistic Graphical Models},
  journal      = {Int. J. Artif. Intell. Tools},
  volume       = {14},
  number       = {3},
  pages        = {507--544},
  year         = {2005},
  url          = {https://doi.org/10.1142/S0218213005002235},
  doi          = {10.1142/S0218213005002235},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ijait/MadsenJKL05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jbi/WangCD05,
  author       = {Junbai Wang and
                  Leo Wang{-}Kit Cheung and
                  Jan Delabie},
  title        = {New probabilistic graphical models for genetic regulatory networks
                  studies},
  journal      = {J. Biomed. Informatics},
  volume       = {38},
  number       = {6},
  pages        = {443--455},
  year         = {2005},
  url          = {https://doi.org/10.1016/j.jbi.2005.04.003},
  doi          = {10.1016/J.JBI.2005.04.003},
  timestamp    = {Tue, 16 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jbi/WangCD05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nn/BaldiR05,
  author       = {Pierre Baldi and
                  Michal Rosen{-}Zvi},
  title        = {On the relationship between deterministic and probabilistic directed
                  Graphical models: From Bayesian networks to recursive neural networks},
  journal      = {Neural Networks},
  volume       = {18},
  number       = {8},
  pages        = {1080--1086},
  year         = {2005},
  url          = {https://doi.org/10.1016/j.neunet.2005.07.007},
  doi          = {10.1016/J.NEUNET.2005.07.007},
  timestamp    = {Wed, 14 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/nn/BaldiR05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pami/FreyJ05,
  author       = {Brendan J. Frey and
                  Nebojsa Jojic},
  title        = {A Comparison of Algorithms for Inference and Learning in Probabilistic
                  Graphical Models},
  journal      = {{IEEE} Trans. Pattern Anal. Mach. Intell.},
  volume       = {27},
  number       = {9},
  pages        = {1392--1416},
  year         = {2005},
  url          = {https://doi.org/10.1109/TPAMI.2005.169},
  doi          = {10.1109/TPAMI.2005.169},
  timestamp    = {Wed, 14 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/pami/FreyJ05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tec/MendiburuLM05,
  author       = {Alexander Mendiburu and
                  Jos{\'{e}} Antonio Lozano and
                  Jos{\'{e}} Miguel{-}Alonso},
  title        = {Parallel Implementation of EDAs Based on Probabilistic Graphical Models},
  journal      = {{IEEE} Trans. Evol. Comput.},
  volume       = {9},
  number       = {4},
  pages        = {406--423},
  year         = {2005},
  url          = {https://doi.org/10.1109/TEVC.2005.850299},
  doi          = {10.1109/TEVC.2005.850299},
  timestamp    = {Wed, 28 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tec/MendiburuLM05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/vr/CorsoYH05,
  author       = {Jason J. Corso and
                  Guangqi Ye and
                  Gregory D. Hager},
  title        = {Analysis of composite gestures with a coherent probabilistic graphical
                  model},
  journal      = {Virtual Real.},
  volume       = {8},
  number       = {4},
  pages        = {242--252},
  year         = {2005},
  url          = {https://doi.org/10.1007/s10055-005-0157-1},
  doi          = {10.1007/S10055-005-0157-1},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/vr/CorsoYH05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/vr/CorsoYH05a,
  author       = {Jason J. Corso and
                  Guangqi Ye and
                  Gregory D. Hager},
  title        = {Analysis of composite gestures with a coherent probabilistic graphical
                  model},
  journal      = {Virtual Real.},
  volume       = {9},
  number       = {1},
  pages        = {93},
  year         = {2005},
  url          = {https://doi.org/10.1007/s10055-005-0007-1},
  doi          = {10.1007/S10055-005-0007-1},
  timestamp    = {Thu, 18 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/vr/CorsoYH05a.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amia/JiangLP05,
  author       = {Chang{-}an Jiang and
                  Tze{-}Yun Leong and
                  Kim{-}Leng Poh},
  title        = {Pgmc: a Framework for Probabilistic Graphical Model Combination},
  booktitle    = {{AMIA} 2005, American Medical Informatics Association Annual Symposium,
                  Washington, DC, USA, October 22-26, 2005},
  publisher    = {{AMIA}},
  year         = {2005},
  url          = {https://knowledge.amia.org/amia-55142-a2005a-1.613296/t-001-1.616182/f-001-1.616183/a-074-1.616467/a-075-1.616464},
  timestamp    = {Wed, 17 Apr 2024 11:48:22 +0200},
  biburl       = {https://dblp.org/rec/conf/amia/JiangLP05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecsqaru/BorgeltK05,
  author       = {Christian Borgelt and
                  Rudolf Kruse},
  editor       = {Llu{\'{\i}}s Godo},
  title        = {Probabilistic Graphical Models for the Diagnosis of Analog Electrical
                  Circuits},
  booktitle    = {Symbolic and Quantitative Approaches to Reasoning with Uncertainty,
                  8th European Conference, {ECSQARU} 2005, Barcelona, Spain, July 6-8,
                  2005, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {3571},
  pages        = {100--110},
  publisher    = {Springer},
  year         = {2005},
  url          = {https://doi.org/10.1007/11518655\_10},
  doi          = {10.1007/11518655\_10},
  timestamp    = {Fri, 05 Jun 2020 11:50:47 +0200},
  biburl       = {https://dblp.org/rec/conf/ecsqaru/BorgeltK05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecsqaru/LuoG05,
  author       = {Zhiyuan Luo and
                  Alex Gammerman},
  editor       = {Llu{\'{\i}}s Godo},
  title        = {Qualified Probabilistic Predictions Using Graphical Models},
  booktitle    = {Symbolic and Quantitative Approaches to Reasoning with Uncertainty,
                  8th European Conference, {ECSQARU} 2005, Barcelona, Spain, July 6-8,
                  2005, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {3571},
  pages        = {111--122},
  publisher    = {Springer},
  year         = {2005},
  url          = {https://doi.org/10.1007/11518655\_11},
  doi          = {10.1007/11518655\_11},
  timestamp    = {Mon, 07 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/ecsqaru/LuoG05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/his/KruseG05,
  author       = {Rudolf Kruse and
                  J{\"{o}}rg Gebhardt},
  editor       = {Nadia Nedjah and
                  Luiza de Macedo Mourelle and
                  Ajith Abraham and
                  Mario K{\"{o}}ppen},
  title        = {Probabilistic Graphical Models in Complex Industrial Applications},
  booktitle    = {5th International Conference on Hybrid Intelligent Systems {(HIS}
                  2005), 6.9 November 2005, Rio de Janeiro, Brazil},
  pages        = {3},
  publisher    = {{IEEE} Computer Society},
  year         = {2005},
  url          = {https://doi.org/10.1109/ICHIS.2005.89},
  doi          = {10.1109/ICHIS.2005.89},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/his/KruseG05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icassp/KimALL05,
  author       = {Taesu Kim and
                  Hagai Attias and
                  Soo{-}Young Lee and
                  Te{-}Won Lee},
  title        = {Robust time delay estimation in noisy reverberant environments with
                  a probabilistic graphical model},
  booktitle    = {2005 {IEEE} International Conference on Acoustics, Speech, and Signal
                  Processing, {ICASSP} '05, Philadelphia, Pennsylvania, USA, March 18-23,
                  2005},
  pages        = {525--528},
  publisher    = {{IEEE}},
  year         = {2005},
  url          = {https://doi.org/10.1109/ICASSP.2005.1416356},
  doi          = {10.1109/ICASSP.2005.1416356},
  timestamp    = {Mon, 22 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icassp/KimALL05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/isit/NiT05,
  author       = {Jian Ni and
                  Sekhar Tatikonda},
  title        = {Calculating blocking probabilities for loss networks based on probabilistic
                  graphical models},
  booktitle    = {Proceedings of the 2005 {IEEE} International Symposium on Information
                  Theory, {ISIT} 2005, Adelaide, South Australia, Australia, 4-9 September
                  2005},
  pages        = {568--572},
  publisher    = {{IEEE}},
  year         = {2005},
  url          = {https://doi.org/10.1109/ISIT.2005.1523399},
  doi          = {10.1109/ISIT.2005.1523399},
  timestamp    = {Wed, 16 Oct 2019 14:14:48 +0200},
  biburl       = {https://dblp.org/rec/conf/isit/NiT05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mass/JeonJ05,
  author       = {Sung{-}eok Jeon and
                  Chuanyi Ji},
  title        = {Nearly optimal distributed configuration management using probabilistic
                  graphical models},
  booktitle    = {{IEEE} 2nd International Conference on Mobile Adhoc and Sensor Systems,
                  {MASS} 2005, November 7-10, 2005, The City Center Hotel, Washington,
                  {USA}},
  publisher    = {{IEEE} Computer Society},
  year         = {2005},
  url          = {https://doi.org/10.1109/MAHSS.2005.1542803},
  doi          = {10.1109/MAHSS.2005.1542803},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/mass/JeonJ05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/RavikumarL05,
  author       = {Pradeep Ravikumar and
                  John D. Lafferty},
  title        = {Preconditioner Approximations for Probabilistic Graphical Models},
  booktitle    = {Advances in Neural Information Processing Systems 18 [Neural Information
                  Processing Systems, {NIPS} 2005, December 5-8, 2005, Vancouver, British
                  Columbia, Canada]},
  pages        = {1113--1120},
  year         = {2005},
  url          = {https://proceedings.neurips.cc/paper/2005/hash/e2f9247929b404b2fe98ba6f32301e3b-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/RavikumarL05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/VermaR05,
  author       = {Deepak Verma and
                  Rajesh P. N. Rao},
  title        = {Goal-Based Imitation as Probabilistic Inference over Graphical Models},
  booktitle    = {Advances in Neural Information Processing Systems 18 [Neural Information
                  Processing Systems, {NIPS} 2005, December 5-8, 2005, Vancouver, British
                  Columbia, Canada]},
  pages        = {1393--1400},
  year         = {2005},
  url          = {https://proceedings.neurips.cc/paper/2005/hash/db5cea26ca37aa09e5365f3e7f5dd9eb-Abstract.html},
  timestamp    = {Thu, 21 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/VermaR05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/wi/05/LarranagaIF05,
  author       = {Pedro Larra{\~{n}}aga and
                  I{\~{n}}aki Inza and
                  Jose Luis Flores},
  editor       = {Francisco Azuaje and
                  Joaqu{\'{\i}}n Dopazo},
  title        = {A Guide to the Literature on Inferring Genetic Networks by Probabilistic
                  Graphical Models},
  booktitle    = {Data Analysis and Visualization in Genomics and Proteomics},
  pages        = {215--238},
  publisher    = {Wiley},
  year         = {2005},
  url          = {https://doi.org/10.1002/0470094419.ch13},
  doi          = {10.1002/0470094419.CH13},
  timestamp    = {Wed, 21 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/wi/05/LarranagaIF05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-cond-mat-0508216,
  author       = {Alessandro Pelizzola},
  title        = {Cluster Variation Method in Statistical Physics and Probabilistic
                  Graphical Models},
  journal      = {CoRR},
  volume       = {abs/cond-mat/0508216},
  year         = {2005},
  url          = {http://arxiv.org/abs/cond-mat/0508216},
  eprinttype    = {arXiv},
  eprint       = {cond-mat/0508216},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-cond-mat-0508216.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/il/Elidan04,
  author       = {Gal Elidan},
  title        = {Learning hidden variables in probabilistic graphical models ({\unicode{1500}}{\unicode{1502}}{\unicode{1497}}{\unicode{1491}}{\unicode{1514}}
                  {\unicode{1502}}{\unicode{1513}}{\unicode{1514}}{\unicode{1504}}{\unicode{1497}}{\unicode{1501}}
                  {\unicode{1495}}{\unicode{1489}}{\unicode{1493}}{\unicode{1497}}{\unicode{1497}}{\unicode{1501}}
                  {\unicode{1489}}{\unicode{1502}}{\unicode{1493}}{\unicode{1491}}{\unicode{1500}}{\unicode{1497}}{\unicode{1501}}
                  {\unicode{1490}}{\unicode{1512}}{\unicode{1508}}{\unicode{1497}}{\unicode{1497}}{\unicode{1501}}
                  {\unicode{1492}}{\unicode{1505}}{\unicode{1514}}{\unicode{1489}}{\unicode{1512}}{\unicode{1493}}{\unicode{1514}}{\unicode{1497}}{\unicode{1497}}{\unicode{1501}}.)},
  school       = {Hebrew University of Jerusalem, Israel},
  year         = {2004},
  url          = {https://huji-primo.hosted.exlibrisgroup.com/permalink/f/13ns5ae/972HUJI\_ALMA21169030180003701},
  timestamp    = {Wed, 14 Dec 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/phd/il/Elidan04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iros/SatohOD04,
  author       = {Yoshinori Satoh and
                  Takayuki Okatani and
                  Koichiro Deguchi},
  title        = {A color-based probabilistic tracking by using graphical models},
  booktitle    = {2004 {IEEE/RSJ} International Conference on Intelligent Robots and
                  Systems, Sendai, Japan, September 28 - October 2, 2004},
  pages        = {631--636},
  publisher    = {{IEEE}},
  year         = {2004},
  url          = {https://doi.org/10.1109/IROS.2004.1389423},
  doi          = {10.1109/IROS.2004.1389423},
  timestamp    = {Wed, 16 Oct 2019 14:14:51 +0200},
  biburl       = {https://dblp.org/rec/conf/iros/SatohOD04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iscas/BorgeltGA04a,
  author       = {Christian Borgelt and
                  Daniela Girimonte and
                  Giuseppe Acciani},
  title        = {Modeling and diagnosis of analog circuits with probabilistic graphical
                  models},
  booktitle    = {Proceedings of the 2004 International Symposium on Circuits and Systems,
                  {ISCAS} 2004, Vancouver, BC, Canada, May 23-26, 2004},
  pages        = {485--488},
  publisher    = {{IEEE}},
  year         = {2004},
  timestamp    = {Wed, 16 Oct 2019 14:14:49 +0200},
  biburl       = {https://dblp.org/rec/conf/iscas/BorgeltGA04a.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sspr/CaetanoCB04,
  author       = {Tib{\'{e}}rio S. Caetano and
                  Terry Caelli and
                  Dante Augusto Couto Barone},
  editor       = {Ana L. N. Fred and
                  Terry Caelli and
                  Robert P. W. Duin and
                  Aur{\'{e}}lio C. Campilho and
                  Dick de Ridder},
  title        = {An Optimal Probabilistic Graphical Model for Point Set Matching},
  booktitle    = {Structural, Syntactic, and Statistical Pattern Recognition, Joint
                  {IAPR} International Workshops, {SSPR} 2004 and {SPR} 2004, Lisbon,
                  Portugal, August 18-20, 2004 Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {3138},
  pages        = {162--170},
  publisher    = {Springer},
  year         = {2004},
  url          = {https://doi.org/10.1007/978-3-540-27868-9\_16},
  doi          = {10.1007/978-3-540-27868-9\_16},
  timestamp    = {Fri, 27 Mar 2020 08:58:07 +0100},
  biburl       = {https://dblp.org/rec/conf/sspr/CaetanoCB04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijis/GamezS03,
  author       = {Jos{\'{e}} A. G{\'{a}}mez and
                  Antonio Salmer{\'{o}}n},
  title        = {Probabilistic graphical models},
  journal      = {Int. J. Intell. Syst.},
  volume       = {18},
  number       = {2},
  pages        = {149--151},
  year         = {2003},
  url          = {https://doi.org/10.1002/int.10081},
  doi          = {10.1002/INT.10081},
  timestamp    = {Tue, 05 Sep 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ijis/GamezS03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/simulation/XiangAC03,
  author       = {Yang Xiang and
                  Xiangdong An and
                  Nick Cercone},
  title        = {Simulation of Graphical Models for Multiagent Probabilistic Inference},
  journal      = {Simul.},
  volume       = {79},
  number       = {10},
  pages        = {545--567},
  year         = {2003},
  url          = {https://doi.org/10.1177/0037549703039950},
  doi          = {10.1177/0037549703039950},
  timestamp    = {Mon, 08 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/simulation/XiangAC03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ismir/RaphaelS03,
  author       = {Christopher Raphael and
                  Josh Stoddard},
  title        = {Harmonic analysis with probabilistic graphical models},
  booktitle    = {{ISMIR} 2003, 4th International Conference on Music Information Retrieval,
                  Baltimore, Maryland, USA, October 27-30, 2003, Proceedings},
  year         = {2003},
  url          = {http://ismir2003.ismir.net/papers/Raphael.pdf},
  timestamp    = {Tue, 04 Jan 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/ismir/RaphaelS03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@book{DBLP:books/daglib/0006686,
  author       = {Yang Xiang},
  title        = {Probabilistic reasoning in multiagent systems - a graphical models
                  approach},
  publisher    = {Cambridge University Press},
  year         = {2002},
  isbn         = {978-0-521-81308-2},
  timestamp    = {Tue, 12 Apr 2011 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/daglib/0006686.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijar/LarranagaL02,
  author       = {Pedro Larra{\~{n}}aga and
                  Jos{\'{e}} Antonio Lozano},
  title        = {Synergies between evolutionary computation and probabilistic graphical
                  models},
  journal      = {Int. J. Approx. Reason.},
  volume       = {31},
  number       = {3},
  pages        = {155--156},
  year         = {2002},
  url          = {https://doi.org/10.1016/S0888-613X(02)00118-4},
  doi          = {10.1016/S0888-613X(02)00118-4},
  timestamp    = {Wed, 28 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ijar/LarranagaL02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eccv/BealAJ02,
  author       = {Matthew J. Beal and
                  Hagai Attias and
                  Nebojsa Jojic},
  editor       = {Anders Heyden and
                  Gunnar Sparr and
                  Mads Nielsen and
                  Peter Johansen},
  title        = {Audio-Video Sensor Fusion with Probabilistic Graphical Models},
  booktitle    = {Computer Vision - {ECCV} 2002, 7th European Conference on Computer
                  Vision, Copenhagen, Denmark, May 28-31, 2002, Proceedings, Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {2350},
  pages        = {736--752},
  publisher    = {Springer},
  year         = {2002},
  url          = {https://doi.org/10.1007/3-540-47969-4\_49},
  doi          = {10.1007/3-540-47969-4\_49},
  timestamp    = {Tue, 14 May 2019 10:00:45 +0200},
  biburl       = {https://dblp.org/rec/conf/eccv/BealAJ02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/AllenD02,
  author       = {David Allen and
                  Adnan Darwiche},
  editor       = {Jos{\'{e}} A. G{\'{a}}mez and
                  Antonio Salmer{\'{o}}n},
  title        = {Optimal Time-Space Tradeoff in Probabilistic Inference},
  booktitle    = {First European Workshop on Probabilistic Graphical Models, 6-8 November
                  - 2002 - Cuenca (Spain), Electronic Proceedings},
  year         = {2002},
  url          = {http://www.info-ab.uclm.es/isl/cuenca/proceedings/proc-elec/papers/pgm02-1.ps.gz},
  timestamp    = {Tue, 05 Sep 2017 10:26:24 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/AllenD02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/BlancoIL02,
  author       = {Rosa Blanco and
                  I{\~{n}}aki Inza and
                  Pedro Larra{\~{n}}aga},
  editor       = {Jos{\'{e}} A. G{\'{a}}mez and
                  Antonio Salmer{\'{o}}n},
  title        = {Floating Search Methods in Learning Bayesian Networks},
  booktitle    = {First European Workshop on Probabilistic Graphical Models, 6-8 November
                  - 2002 - Cuenca (Spain), Electronic Proceedings},
  year         = {2002},
  url          = {http://www.info-ab.uclm.es/isl/cuenca/proceedings/proc-elec/papers/pgm02-2.ps.gz},
  timestamp    = {Wed, 06 Oct 2004 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/BlancoIL02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/CamposFH02,
  author       = {Luis M. de Campos and
                  Juan M. Fern{\'{a}}ndez{-}Luna and
                  Juan F. Huete},
  editor       = {Jos{\'{e}} A. G{\'{a}}mez and
                  Antonio Salmer{\'{o}}n},
  title        = {Reducing Propagation Effort in Large Polytrees: An Application to
                  Information Retrieval},
  booktitle    = {First European Workshop on Probabilistic Graphical Models, 6-8 November
                  - 2002 - Cuenca (Spain), Electronic Proceedings},
  year         = {2002},
  url          = {http://www.info-ab.uclm.es/isl/cuenca/proceedings/proc-elec/papers/pgm02-5.ps.gz},
  timestamp    = {Wed, 06 Oct 2004 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/CamposFH02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/CamposGP02,
  author       = {Luis M. de Campos and
                  Jos{\'{e}} A. G{\'{a}}mez and
                  Jos{\'{e}} Miguel Puerta},
  editor       = {Jos{\'{e}} A. G{\'{a}}mez and
                  Antonio Salmer{\'{o}}n},
  title        = {Graphical Models to Causal Discovery from Data},
  booktitle    = {First European Workshop on Probabilistic Graphical Models, 6-8 November
                  - 2002 - Cuenca (Spain), Electronic Proceedings},
  year         = {2002},
  url          = {http://www.info-ab.uclm.es/isl/cuenca/proceedings/proc-elec/papers/pgm02-6.ps.gz},
  timestamp    = {Tue, 05 Sep 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/CamposGP02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/CasteloP02,
  author       = {Robert Castelo and
                  Michael D. Perlman},
  editor       = {Jos{\'{e}} A. G{\'{a}}mez and
                  Antonio Salmer{\'{o}}n},
  title        = {Learning Essential Graph Markov Models From Data},
  booktitle    = {First European Workshop on Probabilistic Graphical Models, 6-8 November
                  - 2002 - Cuenca (Spain), Electronic Proceedings},
  year         = {2002},
  url          = {http://www.info-ab.uclm.es/isl/cuenca/proceedings/proc-elec/papers/pgm02-3.ps.gz},
  timestamp    = {Wed, 06 Oct 2004 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/CasteloP02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/Consortium02,
  editor       = {Jos{\'{e}} A. G{\'{a}}mez and
                  Antonio Salmer{\'{o}}n},
  title        = {Elvira: An Environment for Creating and Using Probabilistic Graphical
                  Models},
  booktitle    = {First European Workshop on Probabilistic Graphical Models, 6-8 November
                  - 2002 - Cuenca (Spain), Electronic Proceedings},
  year         = {2002},
  url          = {http://www.info-ab.uclm.es/isl/cuenca/proceedings/proc-elec/papers/pgm02-26.ps.gz},
  timestamp    = {Fri, 11 Jan 2008 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/Consortium02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/DaneshkhahS02,
  author       = {Alireza Daneshkhah and
                  Jim Q. Smith},
  editor       = {Jos{\'{e}} A. G{\'{a}}mez and
                  Antonio Salmer{\'{o}}n},
  title        = {Multicausal Prior Families, Randomisation and Essential Graphs},
  booktitle    = {First European Workshop on Probabilistic Graphical Models, 6-8 November
                  - 2002 - Cuenca (Spain), Electronic Proceedings},
  year         = {2002},
  url          = {http://www.info-ab.uclm.es/isl/cuenca/proceedings/proc-elec/papers/pgm02-4.ps.gz},
  timestamp    = {Wed, 22 Dec 2004 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/DaneshkhahS02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/DevirenD02,
  author       = {Murat Deviren and
                  Khalid Daoudi},
  editor       = {Jos{\'{e}} A. G{\'{a}}mez and
                  Antonio Salmer{\'{o}}n},
  title        = {Continuous Speech Recognition Using Dynamic Bayesian Networks. {A}
                  Fast Decoding Algorithm},
  booktitle    = {First European Workshop on Probabilistic Graphical Models, 6-8 November
                  - 2002 - Cuenca (Spain), Electronic Proceedings},
  year         = {2002},
  url          = {http://www.info-ab.uclm.es/isl/cuenca/proceedings/proc-elec/papers/pgm02-7.ps.gz},
  timestamp    = {Wed, 06 Oct 2004 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/DevirenD02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/HopkinsD02,
  author       = {Mark Hopkins and
                  Adnan Darwiche},
  editor       = {Jos{\'{e}} A. G{\'{a}}mez and
                  Antonio Salmer{\'{o}}n},
  title        = {A Practical Relaxation of Constant-Factor Treewidth Approximation
                  Algorithms},
  booktitle    = {First European Workshop on Probabilistic Graphical Models, 6-8 November
                  - 2002 - Cuenca (Spain), Electronic Proceedings},
  year         = {2002},
  url          = {http://www.info-ab.uclm.es/isl/cuenca/proceedings/proc-elec/papers/pgm02-9.ps.gz},
  timestamp    = {Wed, 06 Oct 2004 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/HopkinsD02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/Jaeger02,
  author       = {Manfred Jaeger},
  editor       = {Jos{\'{e}} A. G{\'{a}}mez and
                  Antonio Salmer{\'{o}}n},
  title        = {Probabilistic Decision Graphs - Combining Verification and {AI} Techniques
                  for Probabilistic Inference},
  booktitle    = {First European Workshop on Probabilistic Graphical Models, 6-8 November
                  - 2002 - Cuenca (Spain), Electronic Proceedings},
  year         = {2002},
  url          = {http://www.info-ab.uclm.es/isl/cuenca/proceedings/proc-elec/papers/pgm02-10.ps.gz},
  timestamp    = {Wed, 06 Oct 2004 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/Jaeger02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/JensenKLM02,
  author       = {Frank Jensen and
                  Uffe Kj{\ae}rulff and
                  Michael Lang and
                  Anders L. Madsen},
  editor       = {Jos{\'{e}} A. G{\'{a}}mez and
                  Antonio Salmer{\'{o}}n},
  title        = {Hugin - The Tool for Bayesian Networks and Influence Diagrams},
  booktitle    = {First European Workshop on Probabilistic Graphical Models, 6-8 November
                  - 2002 - Cuenca (Spain), Electronic Proceedings},
  year         = {2002},
  url          = {http://www.info-ab.uclm.es/isl/cuenca/proceedings/proc-elec/papers/pgm02-25.ps.gz},
  timestamp    = {Mon, 14 Feb 2005 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/JensenKLM02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/KerstingL02,
  author       = {Kristian Kersting and
                  Niels Landwehr},
  editor       = {Jos{\'{e}} A. G{\'{a}}mez and
                  Antonio Salmer{\'{o}}n},
  title        = {Scaled Conjugate Gradients for Maximum Likelihood: An Empirical Comparison
                  with the {EM} Algorithm},
  booktitle    = {First European Workshop on Probabilistic Graphical Models, 6-8 November
                  - 2002 - Cuenca (Spain), Electronic Proceedings},
  year         = {2002},
  url          = {http://www.info-ab.uclm.es/isl/cuenca/proceedings/proc-elec/papers/pgm02-11.ps.gz},
  timestamp    = {Wed, 06 Oct 2004 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/KerstingL02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/KerstingRR02,
  author       = {Kristian Kersting and
                  Tapani Raiko and
                  Luc De Raedt},
  editor       = {Jos{\'{e}} A. G{\'{a}}mez and
                  Antonio Salmer{\'{o}}n},
  title        = {Logical Hidden Markov Models (Extendes abstract)},
  booktitle    = {First European Workshop on Probabilistic Graphical Models, 6-8 November
                  - 2002 - Cuenca (Spain), Electronic Proceedings},
  year         = {2002},
  url          = {http://www.info-ab.uclm.es/isl/cuenca/proceedings/proc-elec/papers/pgm02-12.ps.gz},
  timestamp    = {Wed, 06 Oct 2004 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/KerstingRR02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/LuD02,
  author       = {Tsai{-}Ching Lu and
                  Marek J. Druzdzel},
  editor       = {Jos{\'{e}} A. G{\'{a}}mez and
                  Antonio Salmer{\'{o}}n},
  title        = {Causal Models, Value of Intervention, and Search for Opportunities},
  booktitle    = {First European Workshop on Probabilistic Graphical Models, 6-8 November
                  - 2002 - Cuenca (Spain), Electronic Proceedings},
  year         = {2002},
  url          = {http://www.info-ab.uclm.es/isl/cuenca/proceedings/proc-elec/papers/pgm02-13.ps.gz},
  timestamp    = {Wed, 06 Oct 2004 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/LuD02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/Lucas02,
  author       = {Peter J. F. Lucas},
  editor       = {Jos{\'{e}} A. G{\'{a}}mez and
                  Antonio Salmer{\'{o}}n},
  title        = {Restricted Bayesian Network Structure Learning},
  booktitle    = {First European Workshop on Probabilistic Graphical Models, 6-8 November
                  - 2002 - Cuenca (Spain), Electronic Proceedings},
  year         = {2002},
  url          = {http://www.info-ab.uclm.es/isl/cuenca/proceedings/proc-elec/papers/pgm02-14.ps.gz},
  timestamp    = {Fri, 29 Jul 2005 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/Lucas02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/MartinezMRS02,
  author       = {Irene Mart{\'{\i}}nez and
                  Seraf{\'{\i}}n Moral and
                  Carmelo Rodr{\'{\i}}guez and
                  Antonio Salmer{\'{o}}n},
  editor       = {Jos{\'{e}} A. G{\'{a}}mez and
                  Antonio Salmer{\'{o}}n},
  title        = {Factorisation of Probability Trees and its Application to Inference
                  in Bayesian Networks},
  booktitle    = {First European Workshop on Probabilistic Graphical Models, 6-8 November
                  - 2002 - Cuenca (Spain), Electronic Proceedings},
  year         = {2002},
  url          = {http://www.info-ab.uclm.es/isl/cuenca/proceedings/proc-elec/papers/pgm02-15.ps.gz},
  timestamp    = {Wed, 06 Oct 2004 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/MartinezMRS02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/MoralRS02,
  author       = {Seraf{\'{\i}}n Moral and
                  Rafael Rum{\'{\i}} and
                  Antonio Salmer{\'{o}}n},
  editor       = {Jos{\'{e}} A. G{\'{a}}mez and
                  Antonio Salmer{\'{o}}n},
  title        = {Estimating Mixtures of Truncated Exponentials from Data},
  booktitle    = {First European Workshop on Probabilistic Graphical Models, 6-8 November
                  - 2002 - Cuenca (Spain), Electronic Proceedings},
  year         = {2002},
  url          = {http://www.info-ab.uclm.es/isl/cuenca/proceedings/proc-elec/papers/pgm02-16.ps.gz},
  timestamp    = {Wed, 06 Oct 2004 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/MoralRS02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/PenaLL02,
  author       = {Jos{\'{e}} M. Pe{\~{n}}a and
                  Jos{\'{e}} Antonio Lozano and
                  Pedro Larra{\~{n}}aga},
  editor       = {Jos{\'{e}} A. G{\'{a}}mez and
                  Antonio Salmer{\'{o}}n},
  title        = {Unsupervised Learning of Bayesian Networks Via Estimation of Distribution
                  Algorithms},
  booktitle    = {First European Workshop on Probabilistic Graphical Models, 6-8 November
                  - 2002 - Cuenca (Spain), Electronic Proceedings},
  year         = {2002},
  url          = {http://www.info-ab.uclm.es/isl/cuenca/proceedings/proc-elec/papers/pgm02-17.ps.gz},
  timestamp    = {Wed, 28 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/PenaLL02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/PozoB02,
  author       = {Juan A. Fern{\'{a}}ndez del Pozo and
                  Concha Bielza},
  editor       = {Jos{\'{e}} A. G{\'{a}}mez and
                  Antonio Salmer{\'{o}}n},
  title        = {New Structures for Conditional Probability Tables},
  booktitle    = {First European Workshop on Probabilistic Graphical Models, 6-8 November
                  - 2002 - Cuenca (Spain), Electronic Proceedings},
  year         = {2002},
  url          = {http://www.info-ab.uclm.es/isl/cuenca/proceedings/proc-elec/papers/pgm02-8.ps.gz},
  timestamp    = {Tue, 07 Feb 2006 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pgm/PozoB02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/PuchSB02,
  author       = {Roberto O. Puch and
                  Jim Q. Smith and
                  Concha Bielza},
  editor       = {Jos{\'{e}} A. G{\'{a}}mez and
                  Antonio Salmer{\'{o}}n},
  title        = {Inferentially Efficient Propagation in Non-Decomposable Bayesian Network
                  with Hierarchical Junction Trees},
  booktitle    = {First European Workshop on Probabilistic Graphical Models, 6-8 November
                  - 2002 - Cuenca (Spain), Electronic Proceedings},
  year         = {2002},
  url          = {http://www.info-ab.uclm.es/isl/cuenca/proceedings/proc-elec/papers/pgm02-18.ps.gz},
  timestamp    = {Wed, 06 Oct 2004 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/PuchSB02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/Studeny02,
  author       = {Milan Studen{\'{y}}},
  editor       = {Jos{\'{e}} A. G{\'{a}}mez and
                  Antonio Salmer{\'{o}}n},
  title        = {Characterization of Essential Graphs by Means of an Operation of Legal
                  Component Merging},
  booktitle    = {First European Workshop on Probabilistic Graphical Models, 6-8 November
                  - 2002 - Cuenca (Spain), Electronic Proceedings},
  year         = {2002},
  url          = {http://www.info-ab.uclm.es/isl/cuenca/proceedings/proc-elec/papers/pgm02-19.ps.gz},
  timestamp    = {Wed, 06 Oct 2004 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/Studeny02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/VirtoMIM02,
  author       = {Miguel A. Virto and
                  Jacinto Mart{\'{\i}}n and
                  David R{\'{\i}}os Insua and
                  Arminda Moreno{-}D{\'{\i}}az},
  editor       = {Jos{\'{e}} A. G{\'{a}}mez and
                  Antonio Salmer{\'{o}}n},
  title        = {Approximate Solutions of Complex Influence Diagrams through {MCMC}
                  Methods},
  booktitle    = {First European Workshop on Probabilistic Graphical Models, 6-8 November
                  - 2002 - Cuenca (Spain), Electronic Proceedings},
  year         = {2002},
  url          = {http://www.info-ab.uclm.es/isl/cuenca/proceedings/proc-elec/papers/pgm02-20.ps.gz},
  timestamp    = {Wed, 06 Oct 2004 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/VirtoMIM02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/Vomlel02,
  author       = {Jir{\'{\i}} Vomlel},
  editor       = {Jos{\'{e}} A. G{\'{a}}mez and
                  Antonio Salmer{\'{o}}n},
  title        = {Bayesian Networks in Educational Testing},
  booktitle    = {First European Workshop on Probabilistic Graphical Models, 6-8 November
                  - 2002 - Cuenca (Spain), Electronic Proceedings},
  year         = {2002},
  url          = {http://www.info-ab.uclm.es/isl/cuenca/proceedings/proc-elec/papers/pgm02-21.ps.gz},
  timestamp    = {Wed, 06 Oct 2004 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/Vomlel02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/VomlelovaJ02,
  author       = {Marta Vomlelov{\'{a}} and
                  Finn Verner Jensen},
  editor       = {Jos{\'{e}} A. G{\'{a}}mez and
                  Antonio Salmer{\'{o}}n},
  title        = {An Extension of Lazy Evaluation for Influence Diagrams Avoiding Redundant
                  Variables in the Potentials},
  booktitle    = {First European Workshop on Probabilistic Graphical Models, 6-8 November
                  - 2002 - Cuenca (Spain), Electronic Proceedings},
  year         = {2002},
  url          = {http://www.info-ab.uclm.es/isl/cuenca/proceedings/proc-elec/papers/pgm02-22.ps.gz},
  timestamp    = {Wed, 06 Oct 2004 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/VomlelovaJ02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/XiangC02,
  author       = {Y. Xiang and
                  X. Chen},
  editor       = {Jos{\'{e}} A. G{\'{a}}mez and
                  Antonio Salmer{\'{o}}n},
  title        = {Cooperative Verification of Agent Interface},
  booktitle    = {First European Workshop on Probabilistic Graphical Models, 6-8 November
                  - 2002 - Cuenca (Spain), Electronic Proceedings},
  year         = {2002},
  url          = {http://www.info-ab.uclm.es/isl/cuenca/proceedings/proc-elec/papers/pgm02-23.ps.gz},
  timestamp    = {Wed, 06 Oct 2004 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/XiangC02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/YilmazAAB02,
  author       = {Yusuf Kenan Yilmaz and
                  Ethem Alpaydin and
                  H. Levent Akin and
                  Taner Bilgi{\c{c}}},
  editor       = {Jos{\'{e}} A. G{\'{a}}mez and
                  Antonio Salmer{\'{o}}n},
  title        = {Handling of Deterministic Relationships in Constraint-based Causal
                  Discovery},
  booktitle    = {First European Workshop on Probabilistic Graphical Models, 6-8 November
                  - 2002 - Cuenca (Spain), Electronic Proceedings},
  year         = {2002},
  url          = {http://www.info-ab.uclm.es/isl/cuenca/proceedings/proc-elec/papers/pgm02-24.ps.gz},
  timestamp    = {Wed, 06 Oct 2004 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/YilmazAAB02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/sp/02/Larranaga02,
  author       = {Pedro Larra{\~{n}}aga},
  editor       = {Pedro Larra{\~{n}}aga and
                  Jos{\'{e}} Antonio Lozano},
  title        = {An Introduction to Probabilistic Graphical Models},
  booktitle    = {Estimation of Distribution Algorithms},
  series       = {Genetic Algorithms and Evolutionary Computation},
  pages        = {27--56},
  publisher    = {Springer},
  year         = {2002},
  url          = {https://doi.org/10.1007/978-1-4615-1539-5\_2},
  doi          = {10.1007/978-1-4615-1539-5\_2},
  timestamp    = {Wed, 28 Jun 2023 16:19:42 +0200},
  biburl       = {https://dblp.org/rec/books/sp/02/Larranaga02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/pgm/2002,
  editor       = {Jos{\'{e}} A. G{\'{a}}mez and
                  Antonio Salmer{\'{o}}n},
  title        = {First European Workshop on Probabilistic Graphical Models, 6-8 November
                  - 2002 - Cuenca (Spain), Electronic Proceedings},
  year         = {2002},
  timestamp    = {Tue, 05 Sep 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pgm/2002.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/interspeech/DaoudiFA00,
  author       = {Khalid Daoudi and
                  Dominique Fohr and
                  Christophe Antoine},
  title        = {A new approach for multi-band speech recognition based on probabilistic
                  graphical models},
  booktitle    = {Sixth International Conference on Spoken Language Processing, {ICSLP}
                  2000 / {INTERSPEECH} 2000, Beijing, China, October 16-20, 2000},
  pages        = {329--332},
  publisher    = {{ISCA}},
  year         = {2000},
  url          = {https://doi.org/10.21437/ICSLP.2000-82},
  doi          = {10.21437/ICSLP.2000-82},
  timestamp    = {Thu, 22 Jun 2023 16:42:19 +0200},
  biburl       = {https://dblp.org/rec/conf/interspeech/DaoudiFA00.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/sp/12/Dechter98,
  author       = {Rina Dechter},
  editor       = {Michael I. Jordan},
  title        = {Bucket Elimination: {A} Unifying Framework for Probabilistic Inference},
  booktitle    = {Learning in Graphical Models},
  series       = {{NATO} {ASI} Series},
  volume       = {89},
  pages        = {75--104},
  publisher    = {Springer Netherlands},
  year         = {1998},
  url          = {https://doi.org/10.1007/978-94-011-5014-9\_4},
  doi          = {10.1007/978-94-011-5014-9\_4},
  timestamp    = {Wed, 31 Jul 2019 13:30:26 +0200},
  biburl       = {https://dblp.org/rec/books/sp/12/Dechter98.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/crc/tucker97/Pearl97,
  author       = {Judea Pearl},
  editor       = {Allen B. Tucker},
  title        = {Graphical Models for Probabilistic and Causal Reasoning},
  booktitle    = {The Computer Science and Engineering Handbook},
  pages        = {697--714},
  publisher    = {{CRC} Press},
  year         = {1997},
  timestamp    = {Sun, 09 Jul 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/crc/tucker97/Pearl97.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
a service of  Schloss Dagstuhl - Leibniz Center for Informatics