BibTeX records: Mark A. Girolami

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@article{DBLP:journals/cj/WalshKWIOGDGD24,
  author       = {James Walsh and
                  Oluwafunmilola Kesa and
                  Andrew Wang and
                  Mihai Ilas and
                  Patrick O'Hara and
                  Oscar Giles and
                  Neil Dhir and
                  Mark Girolami and
                  Theodoros Damoulas},
  title        = {Near Real-Time Social Distance Estimation In London},
  journal      = {Comput. J.},
  volume       = {67},
  number       = {1},
  pages        = {95--109},
  year         = {2024},
  url          = {https://doi.org/10.1093/comjnl/bxac160},
  doi          = {10.1093/COMJNL/BXAC160},
  timestamp    = {Sat, 27 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/cj/WalshKWIOGDGD24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/eaai/ZhangdHSGB24,
  author       = {Yiming Zhang and
                  Alix Marie d'Avigneau and
                  Georgios M. Hadjidemetriou and
                  Lavindra de Silva and
                  Mark Girolami and
                  Ioannis K. Brilakis},
  title        = {Bayesian dynamic modelling for probabilistic prediction of pavement
                  condition},
  journal      = {Eng. Appl. Artif. Intell.},
  volume       = {133},
  pages        = {108637},
  year         = {2024},
  url          = {https://doi.org/10.1016/j.engappai.2024.108637},
  doi          = {10.1016/J.ENGAPPAI.2024.108637},
  timestamp    = {Fri, 02 Aug 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/eaai/ZhangdHSGB24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcphy/GlynDaviesDAG24,
  author       = {Alex Glyn{-}Davies and
                  Connor Duffin and
                  {\"{O}}mer Deniz Akyildiz and
                  Mark Girolami},
  title        = {{\(\Phi\)}-DVAE: Physics-informed dynamical variational autoencoders
                  for unstructured data assimilation},
  journal      = {J. Comput. Phys.},
  volume       = {515},
  pages        = {113293},
  year         = {2024},
  url          = {https://doi.org/10.1016/j.jcp.2024.113293},
  doi          = {10.1016/J.JCP.2024.113293},
  timestamp    = {Thu, 22 Aug 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jcphy/GlynDaviesDAG24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/kbs/KuokYDG24,
  author       = {Sin{-}Chi Kuok and
                  Ka{-}Veng Yuen and
                  Tim J. Dodwell and
                  Mark Girolami},
  title        = {Generative broad Bayesian {(GBB)} imputer for missing data imputation
                  with uncertainty quantification},
  journal      = {Knowl. Based Syst.},
  volume       = {301},
  pages        = {112272},
  year         = {2024},
  url          = {https://doi.org/10.1016/j.knosys.2024.112272},
  doi          = {10.1016/J.KNOSYS.2024.112272},
  timestamp    = {Thu, 22 Aug 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/kbs/KuokYDG24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/YuHSGK24,
  author       = {Hanlin Yu and
                  Marcelo Hartmann and
                  Bernardo Williams Moreno Sanchez and
                  Mark Girolami and
                  Arto Klami},
  editor       = {Sanjoy Dasgupta and
                  Stephan Mandt and
                  Yingzhen Li},
  title        = {Riemannian Laplace Approximation with the Fisher Metric},
  booktitle    = {International Conference on Artificial Intelligence and Statistics,
                  2-4 May 2024, Palau de Congressos, Valencia, Spain},
  series       = {Proceedings of Machine Learning Research},
  volume       = {238},
  pages        = {820--828},
  publisher    = {{PMLR}},
  year         = {2024},
  url          = {https://proceedings.mlr.press/v238/yu24a.html},
  timestamp    = {Mon, 13 May 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/YuHSGK24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2405-17955,
  author       = {{\"{O}}mer Deniz Akyildiz and
                  Mark Girolami and
                  Andrew M. Stuart and
                  Arnaud Vadeboncoeur},
  title        = {Efficient Prior Calibration From Indirect Data},
  journal      = {CoRR},
  volume       = {abs/2405.17955},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2405.17955},
  doi          = {10.48550/ARXIV.2405.17955},
  eprinttype    = {arXiv},
  eprint       = {2405.17955},
  timestamp    = {Mon, 24 Jun 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2405-17955.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cacie/BullFDSLPDG23,
  author       = {Lawrence A. Bull and
                  Domenic Di Francesco and
                  Maharshi Harshadbhai Dhada and
                  Olof Steinert and
                  Tony Lindgren and
                  Ajith Kumar Parlikad and
                  Andrew B. Duncan and
                  Mark Girolami},
  title        = {Hierarchical Bayesian modeling for knowledge transfer across engineering
                  fleets via multitask learning},
  journal      = {Comput. Aided Civ. Infrastructure Eng.},
  volume       = {38},
  number       = {7},
  pages        = {821--848},
  year         = {2023},
  url          = {https://doi.org/10.1111/mice.12901},
  doi          = {10.1111/MICE.12901},
  timestamp    = {Sat, 13 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/cacie/BullFDSLPDG23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcphy/VadeboncoeurAKGC23,
  author       = {Arnaud Vadeboncoeur and
                  {\"{O}}mer Deniz Akyildiz and
                  Ieva Kazlauskaite and
                  Mark Girolami and
                  Fehmi Cirak},
  title        = {Fully probabilistic deep models for forward and inverse problems in
                  parametric PDEs},
  journal      = {J. Comput. Phys.},
  volume       = {491},
  pages        = {112369},
  year         = {2023},
  url          = {https://doi.org/10.1016/j.jcp.2023.112369},
  doi          = {10.1016/J.JCP.2023.112369},
  timestamp    = {Sun, 04 Aug 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jcphy/VadeboncoeurAKGC23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/juq/PapandreouCGD23,
  author       = {Yanni Papandreou and
                  Jon Cockayne and
                  Mark Girolami and
                  Andrew B. Duncan},
  title        = {Theoretical Guarantees for the Statistical Finite Element Method},
  journal      = {{SIAM/ASA} J. Uncertain. Quantification},
  volume       = {11},
  number       = {4},
  pages        = {1278--1307},
  year         = {2023},
  url          = {https://doi.org/10.1137/21m1463963},
  doi          = {10.1137/21M1463963},
  timestamp    = {Tue, 02 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/juq/PapandreouCGD23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sac/VargasOFGLN23,
  author       = {Francisco Vargas and
                  Andrius Ovsianas and
                  David Fernandes and
                  Mark Girolami and
                  Neil D. Lawrence and
                  Nikolas N{\"{u}}sken},
  title        = {Bayesian learning via neural Schr{\"{o}}dinger-F{\"{o}}llmer
                  flows},
  journal      = {Stat. Comput.},
  volume       = {33},
  number       = {1},
  pages        = {3},
  year         = {2023},
  url          = {https://doi.org/10.1007/s11222-022-10172-5},
  doi          = {10.1007/S11222-022-10172-5},
  timestamp    = {Tue, 28 Feb 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/sac/VargasOFGLN23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tmlr/HubbertPOG23,
  author       = {Simon Hubbert and
                  Emilio Porcu and
                  Chris J. Oates and
                  Mark Girolami},
  title        = {Sobolev Spaces, Kernels and Discrepancies over Hyperspheres},
  journal      = {Trans. Mach. Learn. Res.},
  volume       = {2023},
  year         = {2023},
  url          = {https://openreview.net/forum?id=82hRiAbnnm},
  timestamp    = {Thu, 18 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tmlr/HubbertPOG23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icassp/MarinoniMSSG23,
  author       = {Andrea Marinoni and
                  Marine Mercier and
                  Qian Shi and
                  Sivasakthy Selvakumaran and
                  Mark Girolami},
  title        = {Incorporating Reliability in Graph Information Propagation by Fluid
                  Dynamics Diffusion: {A} case of Multimodal Semisupervised Deep Learning},
  booktitle    = {{IEEE} International Conference on Acoustics, Speech and Signal Processing
                  {ICASSP} 2023, Rhodes Island, Greece, June 4-10, 2023},
  pages        = {1--5},
  publisher    = {{IEEE}},
  year         = {2023},
  url          = {https://doi.org/10.1109/ICASSP49357.2023.10095086},
  doi          = {10.1109/ICASSP49357.2023.10095086},
  timestamp    = {Thu, 21 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icassp/MarinoniMSSG23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/VadeboncoeurKPC23,
  author       = {Arnaud Vadeboncoeur and
                  Ieva Kazlauskaite and
                  Yanni Papandreou and
                  Fehmi Cirak and
                  Mark Girolami and
                  {\"{O}}mer Deniz Akyildiz},
  editor       = {Andreas Krause and
                  Emma Brunskill and
                  Kyunghyun Cho and
                  Barbara Engelhardt and
                  Sivan Sabato and
                  Jonathan Scarlett},
  title        = {Random Grid Neural Processes for Parametric Partial Differential Equations},
  booktitle    = {International Conference on Machine Learning, {ICML} 2023, 23-29 July
                  2023, Honolulu, Hawaii, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {202},
  pages        = {34759--34778},
  publisher    = {{PMLR}},
  year         = {2023},
  url          = {https://proceedings.mlr.press/v202/vadeboncoeur23a.html},
  timestamp    = {Sun, 04 Aug 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/VadeboncoeurKPC23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2301-11040,
  author       = {Arnaud Vadeboncoeur and
                  Ieva Kazlauskaite and
                  Yanni Papandreou and
                  Fehmi Cirak and
                  Mark Girolami and
                  {\"{O}}mer Deniz Akyildiz},
  title        = {Random Grid Neural Processes for Parametric Partial Differential Equations},
  journal      = {CoRR},
  volume       = {abs/2301.11040},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2301.11040},
  doi          = {10.48550/ARXIV.2301.11040},
  eprinttype    = {arXiv},
  eprint       = {2301.11040},
  timestamp    = {Tue, 31 Jan 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2301-11040.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2303-18059,
  author       = {Thomas Gaskin and
                  Grigorios A. Pavliotis and
                  Mark Girolami},
  title        = {Inferring networks from time series: a neural approach},
  journal      = {CoRR},
  volume       = {abs/2303.18059},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2303.18059},
  doi          = {10.48550/ARXIV.2303.18059},
  eprinttype    = {arXiv},
  eprint       = {2303.18059},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2303-18059.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-08657,
  author       = {Lawrence A. Bull and
                  Matthew R. Jones and
                  Elizabeth J. Cross and
                  Andrew B. Duncan and
                  Mark Girolami},
  title        = {Encoding Domain Expertise into Multilevel Models for Source Location},
  journal      = {CoRR},
  volume       = {abs/2305.08657},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2305.08657},
  doi          = {10.48550/ARXIV.2305.08657},
  eprinttype    = {arXiv},
  eprint       = {2305.08657},
  timestamp    = {Wed, 17 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2305-08657.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2308-08305,
  author       = {Marcelo Hartmann and
                  Bernardo Williams and
                  Hanlin Yu and
                  Mark Girolami and
                  Alessandro Barp and
                  Arto Klami},
  title        = {Warped geometric information on the optimisation of Euclidean functions},
  journal      = {CoRR},
  volume       = {abs/2308.08305},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2308.08305},
  doi          = {10.48550/ARXIV.2308.08305},
  eprinttype    = {arXiv},
  eprint       = {2308.08305},
  timestamp    = {Thu, 24 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2308-08305.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2311-02766,
  author       = {Hanlin Yu and
                  Marcelo Hartmann and
                  Bernardo Williams and
                  Mark Girolami and
                  Arto Klami},
  title        = {Riemannian Laplace Approximation with the Fisher Metric},
  journal      = {CoRR},
  volume       = {abs/2311.02766},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2311.02766},
  doi          = {10.48550/ARXIV.2311.02766},
  eprinttype    = {arXiv},
  eprint       = {2311.02766},
  timestamp    = {Wed, 08 Nov 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2311-02766.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2311-17598,
  author       = {Andrea Marinoni and
                  Pietro Lio' and
                  Alessandro Barp and
                  Christian Jutten and
                  Mark Girolami},
  title        = {Improving embedding of graphs with missing data by soft manifolds},
  journal      = {CoRR},
  volume       = {abs/2311.17598},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2311.17598},
  doi          = {10.48550/ARXIV.2311.17598},
  eprinttype    = {arXiv},
  eprint       = {2311.17598},
  timestamp    = {Tue, 05 Dec 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2311-17598.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcphy/DuffinCSG22,
  author       = {Connor Duffin and
                  Edward Cripps and
                  Thomas Stemler and
                  Mark Girolami},
  title        = {Low-rank statistical finite elements for scalable model-data synthesis},
  journal      = {J. Comput. Phys.},
  volume       = {463},
  pages        = {111261},
  year         = {2022},
  url          = {https://doi.org/10.1016/j.jcp.2022.111261},
  doi          = {10.1016/J.JCP.2022.111261},
  timestamp    = {Mon, 28 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jcphy/DuffinCSG22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/juq/AkyildizDSG22,
  author       = {{\"{O}}mer Deniz Akyildiz and
                  Connor Duffin and
                  Sotirios Sabanis and
                  Mark Girolami},
  title        = {Statistical Finite Elements via Langevin Dynamics},
  journal      = {{SIAM/ASA} J. Uncertain. Quantification},
  volume       = {10},
  number       = {4},
  pages        = {1560--1585},
  year         = {2022},
  url          = {https://doi.org/10.1137/21m1463094},
  doi          = {10.1137/21M1463094},
  timestamp    = {Tue, 21 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/juq/AkyildizDSG22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/prl/Glyn-DaviesG22,
  author       = {Alex Glyn{-}Davies and
                  Mark Girolami},
  title        = {Anomaly detection in streaming data with gaussian process based stochastic
                  differential equations},
  journal      = {Pattern Recognit. Lett.},
  volume       = {153},
  pages        = {254--260},
  year         = {2022},
  url          = {https://doi.org/10.1016/j.patrec.2021.12.017},
  doi          = {10.1016/J.PATREC.2021.12.017},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/prl/Glyn-DaviesG22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/prl/BunkerCGS22,
  author       = {Justin Bunker and
                  Kristal Curtis and
                  Mark Girolami and
                  Ram Sriharsha},
  title        = {A mixture modeling approach for clustering log files with coreset
                  and user feedback},
  journal      = {Pattern Recognit. Lett.},
  volume       = {156},
  pages        = {74--80},
  year         = {2022},
  url          = {https://doi.org/10.1016/j.patrec.2022.01.027},
  doi          = {10.1016/J.PATREC.2022.01.027},
  timestamp    = {Thu, 02 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/prl/BunkerCGS22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/HartmannGK22,
  author       = {Marcelo Hartmann and
                  Mark Girolami and
                  Arto Klami},
  editor       = {Gustau Camps{-}Valls and
                  Francisco J. R. Ruiz and
                  Isabel Valera},
  title        = {Lagrangian manifold Monte Carlo on Monge patches},
  booktitle    = {International Conference on Artificial Intelligence and Statistics,
                  {AISTATS} 2022, 28-30 March 2022, Virtual Event},
  series       = {Proceedings of Machine Learning Research},
  volume       = {151},
  pages        = {4764--4781},
  publisher    = {{PMLR}},
  year         = {2022},
  url          = {https://proceedings.mlr.press/v151/hartmann22a.html},
  timestamp    = {Sat, 30 Sep 2023 09:34:08 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/HartmannGK22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2201-07543,
  author       = {Toni Karvonen and
                  Fehmi Cirak and
                  Mark Girolami},
  title        = {Error analysis for a statistical finite element method},
  journal      = {CoRR},
  volume       = {abs/2201.07543},
  year         = {2022},
  url          = {https://arxiv.org/abs/2201.07543},
  eprinttype    = {arXiv},
  eprint       = {2201.07543},
  timestamp    = {Fri, 21 Jan 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2201-07543.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-00755,
  author       = {Marcelo Hartmann and
                  Mark Girolami and
                  Arto Klami},
  title        = {Lagrangian Manifold Monte Carlo on Monge Patches},
  journal      = {CoRR},
  volume       = {abs/2202.00755},
  year         = {2022},
  url          = {https://arxiv.org/abs/2202.00755},
  eprinttype    = {arXiv},
  eprint       = {2202.00755},
  timestamp    = {Thu, 10 Feb 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2202-00755.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2203-10592,
  author       = {Alessandro Barp and
                  Lancelot Da Costa and
                  Guilherme Fran{\c{c}}a and
                  Karl J. Friston and
                  Mark A. Girolami and
                  Michael I. Jordan and
                  Grigorios A. Pavliotis},
  title        = {Geometric Methods for Sampling, Optimisation, Inference and Adaptive
                  Agents},
  journal      = {CoRR},
  volume       = {abs/2203.10592},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2203.10592},
  doi          = {10.48550/ARXIV.2203.10592},
  eprinttype    = {arXiv},
  eprint       = {2203.10592},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2203-10592.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2204-12404,
  author       = {Lawrence A. Bull and
                  Maharshi Harshadbhai Dhada and
                  Olof Steinert and
                  Tony Lindgren and
                  Ajith Kumar Parlikad and
                  Andrew B. Duncan and
                  Mark Girolami},
  title        = {Knowledge Transfer in Engineering Fleets: Hierarchical Bayesian Modelling
                  for Multi-Task Learning},
  journal      = {CoRR},
  volume       = {abs/2204.12404},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2204.12404},
  doi          = {10.48550/ARXIV.2204.12404},
  eprinttype    = {arXiv},
  eprint       = {2204.12404},
  timestamp    = {Thu, 27 Apr 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2204-12404.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2208-04856,
  author       = {Arnaud Vadeboncoeur and
                  {\"{O}}mer Deniz Akyildiz and
                  Ieva Kazlauskaite and
                  Mark Girolami and
                  Fehmi Cirak},
  title        = {Deep Probabilistic Models for Forward and Inverse Problems in Parametric
                  PDEs},
  journal      = {CoRR},
  volume       = {abs/2208.04856},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2208.04856},
  doi          = {10.48550/ARXIV.2208.04856},
  eprinttype    = {arXiv},
  eprint       = {2208.04856},
  timestamp    = {Wed, 17 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2208-04856.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2209-12835,
  author       = {Alessandro Barp and
                  Carl{-}Johann Simon{-}Gabriel and
                  Mark Girolami and
                  Lester Mackey},
  title        = {Targeted Separation and Convergence with Kernel Discrepancies},
  journal      = {CoRR},
  volume       = {abs/2209.12835},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2209.12835},
  doi          = {10.48550/ARXIV.2209.12835},
  eprinttype    = {arXiv},
  eprint       = {2209.12835},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2209-12835.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2209-13565,
  author       = {Thomas Gaskin and
                  Grigorios A. Pavliotis and
                  Mark Girolami},
  title        = {Neural parameter calibration for large-scale multi-agent models},
  journal      = {CoRR},
  volume       = {abs/2209.13565},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2209.13565},
  doi          = {10.48550/ARXIV.2209.13565},
  eprinttype    = {arXiv},
  eprint       = {2209.13565},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2209-13565.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2209-15609,
  author       = {Alex Glyn{-}Davies and
                  Connor Duffin and
                  {\"{O}}mer Deniz Akyildiz and
                  Mark Girolami},
  title        = {{\textdollar}{\(\Phi\)}{\textdollar}-DVAE: Learning Physically Interpretable
                  Representations with Nonlinear Filtering},
  journal      = {CoRR},
  volume       = {abs/2209.15609},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2209.15609},
  doi          = {10.48550/ARXIV.2209.15609},
  eprinttype    = {arXiv},
  eprint       = {2209.15609},
  timestamp    = {Thu, 06 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2209-15609.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-09196,
  author       = {Simon Hubbert and
                  Emilio Porcu and
                  Chris J. Oates and
                  Mark Girolami},
  title        = {Sobolev Spaces, Kernels and Discrepancies over Hyperspheres},
  journal      = {CoRR},
  volume       = {abs/2211.09196},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2211.09196},
  doi          = {10.48550/ARXIV.2211.09196},
  eprinttype    = {arXiv},
  eprint       = {2211.09196},
  timestamp    = {Thu, 24 Nov 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2211-09196.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcphy/ScillitoeSG21,
  author       = {Ashley Scillitoe and
                  Pranay Seshadri and
                  Mark Girolami},
  title        = {Uncertainty quantification for data-driven turbulence modelling with
                  Mondrian forests},
  journal      = {J. Comput. Phys.},
  volume       = {430},
  pages        = {110116},
  year         = {2021},
  url          = {https://doi.org/10.1016/j.jcp.2021.110116},
  doi          = {10.1016/J.JCP.2021.110116},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jcphy/ScillitoeSG21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/WynneBG21,
  author       = {George Wynne and
                  Fran{\c{c}}ois{-}Xavier Briol and
                  Mark Girolami},
  title        = {Convergence Guarantees for Gaussian Process Means With Misspecified
                  Likelihoods and Smoothness},
  journal      = {J. Mach. Learn. Res.},
  volume       = {22},
  pages        = {123:1--123:40},
  year         = {2021},
  url          = {https://jmlr.org/papers/v22/20-662.html},
  timestamp    = {Wed, 11 Sep 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/WynneBG21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/moc/KarvonenOG21,
  author       = {Toni Karvonen and
                  Chris J. Oates and
                  Mark Girolami},
  title        = {Integration in reproducing kernel Hilbert spaces of Gaussian kernels},
  journal      = {Math. Comput.},
  volume       = {90},
  number       = {331},
  pages        = {2209--2233},
  year         = {2021},
  url          = {https://doi.org/10.1090/mcom/3659},
  doi          = {10.1090/MCOM/3659},
  timestamp    = {Thu, 23 Sep 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/moc/KarvonenOG21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ncs/NiedererSGW21,
  author       = {Steven A. Niederer and
                  Michael S. Sacks and
                  Mark Girolami and
                  Karen Willcox},
  title        = {Scaling digital twins from the artisanal to the industrial},
  journal      = {Nat. Comput. Sci.},
  volume       = {1},
  number       = {5},
  pages        = {313--320},
  year         = {2021},
  url          = {https://doi.org/10.1038/s43588-021-00072-5},
  doi          = {10.1038/S43588-021-00072-5},
  timestamp    = {Mon, 15 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ncs/NiedererSGW21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2103-13729,
  author       = {Eky Febrianto and
                  Liam J. Butler and
                  Mark Girolami and
                  Fehmi Cirak},
  title        = {A Self-Sensing Digital Twin of a Railway Bridge using the Statistical
                  Finite Element Method},
  journal      = {CoRR},
  volume       = {abs/2103.13729},
  year         = {2021},
  url          = {https://arxiv.org/abs/2103.13729},
  eprinttype    = {arXiv},
  eprint       = {2103.13729},
  timestamp    = {Wed, 07 Apr 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2103-13729.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2105-03682,
  author       = {Andrea Marinoni and
                  Saloua Chlaily and
                  Eduard Khachatrian and
                  Torbj{\o}rn Eltoft and
                  Sivasakthy Selvakumaran and
                  Mark Girolami and
                  Christian Jutten},
  title        = {Enhancing ensemble learning and transfer learning in multimodal data
                  analysis by adaptive dimensionality reduction},
  journal      = {CoRR},
  volume       = {abs/2105.03682},
  year         = {2021},
  url          = {https://arxiv.org/abs/2105.03682},
  eprinttype    = {arXiv},
  eprint       = {2105.03682},
  timestamp    = {Fri, 14 May 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2105-03682.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2105-04150,
  author       = {B. Boys and
                  Tim J. Dodwell and
                  Mark Hobbs and
                  Mark Girolami},
  title        = {PeriPy - {A} High Performance OpenCL Peridynamics Package},
  journal      = {CoRR},
  volume       = {abs/2105.04150},
  year         = {2021},
  url          = {https://arxiv.org/abs/2105.04150},
  eprinttype    = {arXiv},
  eprint       = {2105.04150},
  timestamp    = {Thu, 29 Dec 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2105-04150.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2109-04757,
  author       = {Connor Duffin and
                  Edward Cripps and
                  Thomas Stemler and
                  Mark Girolami},
  title        = {Low-rank statistical finite elements for scalable model-data synthesis},
  journal      = {CoRR},
  volume       = {abs/2109.04757},
  year         = {2021},
  url          = {https://arxiv.org/abs/2109.04757},
  eprinttype    = {arXiv},
  eprint       = {2109.04757},
  timestamp    = {Wed, 22 Sep 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2109-04757.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-11131,
  author       = {{\"{O}}mer Deniz Akyildiz and
                  Connor Duffin and
                  Sotirios Sabanis and
                  Mark Girolami},
  title        = {Statistical Finite Elements via Langevin Dynamics},
  journal      = {CoRR},
  volume       = {abs/2110.11131},
  year         = {2021},
  url          = {https://arxiv.org/abs/2110.11131},
  eprinttype    = {arXiv},
  eprint       = {2110.11131},
  timestamp    = {Fri, 29 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2110-11131.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2111-07691,
  author       = {Yanni Papandreou and
                  Jon Cockayne and
                  Mark Girolami and
                  Andrew B. Duncan},
  title        = {Theoretical Guarantees for the Statistical Finite Element Method},
  journal      = {CoRR},
  volume       = {abs/2111.07691},
  year         = {2021},
  url          = {https://arxiv.org/abs/2111.07691},
  eprinttype    = {arXiv},
  eprint       = {2111.07691},
  timestamp    = {Tue, 16 Nov 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2111-07691.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2111-10510,
  author       = {Francisco Vargas and
                  Andrius Ovsianas and
                  David Fernandes and
                  Mark Girolami and
                  Neil D. Lawrence and
                  Nikolas N{\"{u}}sken},
  title        = {Bayesian Learning via Neural Schr{\"{o}}dinger-F{\"{o}}llmer
                  Flows},
  journal      = {CoRR},
  volume       = {abs/2111.10510},
  year         = {2021},
  url          = {https://arxiv.org/abs/2111.10510},
  eprinttype    = {arXiv},
  eprint       = {2111.10510},
  timestamp    = {Sun, 28 Nov 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2111-10510.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2112-04388,
  author       = {Andrea Marinoni and
                  Christian Jutten and
                  Mark Girolami},
  title        = {A graph representation based on fluid diffusion model for multimodal
                  data analysis: theoretical aspects and enhanced community detection},
  journal      = {CoRR},
  volume       = {abs/2112.04388},
  year         = {2021},
  url          = {https://arxiv.org/abs/2112.04388},
  eprinttype    = {arXiv},
  eprint       = {2112.04388},
  timestamp    = {Mon, 13 Dec 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2112-04388.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/csda/Monterrubio-Gomez20,
  author       = {Karla Monterrubio{-}G{\'{o}}mez and
                  Lassi Roininen and
                  Sara Wade and
                  Theodoros Damoulas and
                  Mark Girolami},
  title        = {Posterior inference for sparse hierarchical non-stationary models},
  journal      = {Comput. Stat. Data Anal.},
  volume       = {148},
  pages        = {106954},
  year         = {2020},
  url          = {https://doi.org/10.1016/j.csda.2020.106954},
  doi          = {10.1016/J.CSDA.2020.106954},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/csda/Monterrubio-Gomez20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/VirtanenG20,
  author       = {Seppo Virtanen and
                  Mark Girolami},
  editor       = {Silvia Chiappa and
                  Roberto Calandra},
  title        = {Dynamic content based ranking},
  booktitle    = {The 23rd International Conference on Artificial Intelligence and Statistics,
                  {AISTATS} 2020, 26-28 August 2020, Online [Palermo, Sicily, Italy]},
  series       = {Proceedings of Machine Learning Research},
  volume       = {108},
  pages        = {2315--2324},
  publisher    = {{PMLR}},
  year         = {2020},
  url          = {http://proceedings.mlr.press/v108/virtanen20a.html},
  timestamp    = {Mon, 29 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/VirtanenG20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2001-10818,
  author       = {George Wynne and
                  Fran{\c{c}}ois{-}Xavier Briol and
                  Mark A. Girolami},
  title        = {Convergence Guarantees for Gaussian Process Approximations Under Several
                  Observation Models},
  journal      = {CoRR},
  volume       = {abs/2001.10818},
  year         = {2020},
  url          = {https://arxiv.org/abs/2001.10818},
  eprinttype    = {arXiv},
  eprint       = {2001.10818},
  timestamp    = {Sat, 23 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2001-10818.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2004-12654,
  author       = {Toni Karvonen and
                  Chris J. Oates and
                  Mark Girolami},
  title        = {Integration in reproducing kernel Hilbert spaces of Gaussian kernels},
  journal      = {CoRR},
  volume       = {abs/2004.12654},
  year         = {2020},
  url          = {https://arxiv.org/abs/2004.12654},
  eprinttype    = {arXiv},
  eprint       = {2004.12654},
  timestamp    = {Wed, 29 Apr 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2004-12654.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2011-09810,
  author       = {Rebecca Ward and
                  Ruchi Choudhary and
                  Alastair Gregory and
                  Mark Girolami},
  title        = {Continuous calibration of a digital twin: comparison of particle filter
                  and Bayesian calibration approaches},
  journal      = {CoRR},
  volume       = {abs/2011.09810},
  year         = {2020},
  url          = {https://arxiv.org/abs/2011.09810},
  eprinttype    = {arXiv},
  eprint       = {2011.09810},
  timestamp    = {Wed, 25 Nov 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2011-09810.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2011-14698,
  author       = {Pranay Seshadri and
                  Andrew B. Duncan and
                  George Thorne and
                  Geoffrey T. Parks and
                  Mark Girolami},
  title        = {Bayesian Assessments of Aeroengine Performance},
  journal      = {CoRR},
  volume       = {abs/2011.14698},
  year         = {2020},
  url          = {https://arxiv.org/abs/2011.14698},
  eprinttype    = {arXiv},
  eprint       = {2011.14698},
  timestamp    = {Fri, 08 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2011-14698.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/access/RanasingheLGP19,
  author       = {Gishan Don Ranasinghe and
                  Tony Lindgren and
                  Mark Girolami and
                  Ajith Kumar Parlikad},
  title        = {A Methodology for Prognostics Under the Conditions of Limited Failure
                  Data Availability},
  journal      = {{IEEE} Access},
  volume       = {7},
  pages        = {183996--184007},
  year         = {2019},
  url          = {https://doi.org/10.1109/ACCESS.2019.2960310},
  doi          = {10.1109/ACCESS.2019.2960310},
  timestamp    = {Wed, 15 Jan 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/access/RanasingheLGP19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcphy/GregoryLGBE19,
  author       = {Alastair Gregory and
                  F. Din{-}Houn Lau and
                  Mark A. Girolami and
                  Liam J. Butler and
                  Mohammed Z. E. B. Elshafie},
  title        = {The synthesis of data from instrumented structures and physics-based
                  models via Gaussian processes},
  journal      = {J. Comput. Phys.},
  volume       = {392},
  pages        = {248--265},
  year         = {2019},
  url          = {https://doi.org/10.1016/j.jcp.2019.04.065},
  doi          = {10.1016/J.JCP.2019.04.065},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jcphy/GregoryLGBE19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sac/GirolamiIOOS19,
  author       = {Mark A. Girolami and
                  Ilse C. F. Ipsen and
                  Chris J. Oates and
                  Art B. Owen and
                  Timothy John Sullivan},
  title        = {Editorial: special edition on probabilistic numerics},
  journal      = {Stat. Comput.},
  volume       = {29},
  number       = {6},
  pages        = {1181--1183},
  year         = {2019},
  url          = {https://doi.org/10.1007/s11222-019-09892-y},
  doi          = {10.1007/S11222-019-09892-Y},
  timestamp    = {Thu, 27 Jul 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/sac/GirolamiIOOS19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/siamrev/CockayneOSG19,
  author       = {Jon Cockayne and
                  Chris J. Oates and
                  Timothy John Sullivan and
                  Mark A. Girolami},
  title        = {Bayesian Probabilistic Numerical Methods},
  journal      = {{SIAM} Rev.},
  volume       = {61},
  number       = {4},
  pages        = {756--789},
  year         = {2019},
  url          = {https://doi.org/10.1137/17M1139357},
  doi          = {10.1137/17M1139357},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/siamrev/CockayneOSG19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/ChenBBGGMO19,
  author       = {Wilson Ye Chen and
                  Alessandro Barp and
                  Fran{\c{c}}ois{-}Xavier Briol and
                  Jackson Gorham and
                  Mark A. Girolami and
                  Lester W. Mackey and
                  Chris J. Oates},
  editor       = {Kamalika Chaudhuri and
                  Ruslan Salakhutdinov},
  title        = {Stein Point Markov Chain Monte Carlo},
  booktitle    = {Proceedings of the 36th International Conference on Machine Learning,
                  {ICML} 2019, 9-15 June 2019, Long Beach, California, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {97},
  pages        = {1011--1021},
  publisher    = {{PMLR}},
  year         = {2019},
  url          = {http://proceedings.mlr.press/v97/chen19b.html},
  timestamp    = {Tue, 11 Jun 2019 15:37:38 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/ChenBBGGMO19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/VirtanenG19,
  author       = {Seppo Virtanen and
                  Mark A. Girolami},
  editor       = {Hanna M. Wallach and
                  Hugo Larochelle and
                  Alina Beygelzimer and
                  Florence d'Alch{\'{e}}{-}Buc and
                  Emily B. Fox and
                  Roman Garnett},
  title        = {Precision-Recall Balanced Topic Modelling},
  booktitle    = {Advances in Neural Information Processing Systems 32: Annual Conference
                  on Neural Information Processing Systems 2019, NeurIPS 2019, December
                  8-14, 2019, Vancouver, BC, Canada},
  pages        = {6747--6756},
  year         = {2019},
  url          = {https://proceedings.neurips.cc/paper/2019/hash/310cc7ca5a76a446f85c1a0d641ba96d-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/VirtanenG19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/BarpBDGM19,
  author       = {Alessandro Barp and
                  Fran{\c{c}}ois{-}Xavier Briol and
                  Andrew B. Duncan and
                  Mark A. Girolami and
                  Lester W. Mackey},
  editor       = {Hanna M. Wallach and
                  Hugo Larochelle and
                  Alina Beygelzimer and
                  Florence d'Alch{\'{e}}{-}Buc and
                  Emily B. Fox and
                  Roman Garnett},
  title        = {Minimum Stein Discrepancy Estimators},
  booktitle    = {Advances in Neural Information Processing Systems 32: Annual Conference
                  on Neural Information Processing Systems 2019, NeurIPS 2019, December
                  8-14, 2019, Vancouver, BC, Canada},
  pages        = {12964--12976},
  year         = {2019},
  url          = {https://proceedings.neurips.cc/paper/2019/hash/ba7609ee5789cc4dff171045a693a65f-Abstract.html},
  timestamp    = {Thu, 21 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/BarpBDGM19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/HamelijnckDWG19,
  author       = {Oliver Hamelijnck and
                  Theodoros Damoulas and
                  Kangrui Wang and
                  Mark A. Girolami},
  editor       = {Hanna M. Wallach and
                  Hugo Larochelle and
                  Alina Beygelzimer and
                  Florence d'Alch{\'{e}}{-}Buc and
                  Emily B. Fox and
                  Roman Garnett},
  title        = {Multi-resolution Multi-task Gaussian Processes},
  booktitle    = {Advances in Neural Information Processing Systems 32: Annual Conference
                  on Neural Information Processing Systems 2019, NeurIPS 2019, December
                  8-14, 2019, Vancouver, BC, Canada},
  pages        = {14025--14035},
  year         = {2019},
  url          = {https://proceedings.neurips.cc/paper/2019/hash/0118a063b4aae95277f0bc1752c75abf-Abstract.html},
  timestamp    = {Thu, 21 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/HamelijnckDWG19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1906-05944,
  author       = {Fran{\c{c}}ois{-}Xavier Briol and
                  Alessandro Barp and
                  Andrew B. Duncan and
                  Mark A. Girolami},
  title        = {Statistical Inference for Generative Models with Maximum Mean Discrepancy},
  journal      = {CoRR},
  volume       = {abs/1906.05944},
  year         = {2019},
  url          = {http://arxiv.org/abs/1906.05944},
  eprinttype    = {arXiv},
  eprint       = {1906.05944},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1906-05944.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1906-08283,
  author       = {Alessandro Barp and
                  Fran{\c{c}}ois{-}Xavier Briol and
                  Andrew B. Duncan and
                  Mark A. Girolami and
                  Lester W. Mackey},
  title        = {Minimum Stein Discrepancy Estimators},
  journal      = {CoRR},
  volume       = {abs/1906.08283},
  year         = {2019},
  url          = {http://arxiv.org/abs/1906.08283},
  eprinttype    = {arXiv},
  eprint       = {1906.08283},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1906-08283.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1906-08344,
  author       = {Oliver Hamelijnck and
                  Theodoros Damoulas and
                  Kangrui Wang and
                  Mark A. Girolami},
  title        = {Multi-resolution Multi-task Gaussian Processes},
  journal      = {CoRR},
  volume       = {abs/1906.08344},
  year         = {2019},
  url          = {http://arxiv.org/abs/1906.08344},
  eprinttype    = {arXiv},
  eprint       = {1906.08344},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1906-08344.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1907-07037,
  author       = {Chun Yui Wong and
                  Pranay Seshadri and
                  Geoffrey T. Parks and
                  Mark A. Girolami},
  title        = {Embedded Ridge Approximations: Constructing Ridge Approximations Over
                  Localized Scalar Fields For Improved Simulation-Centric Dimension
                  Reduction},
  journal      = {CoRR},
  volume       = {abs/1907.07037},
  year         = {2019},
  url          = {http://arxiv.org/abs/1907.07037},
  eprinttype    = {arXiv},
  eprint       = {1907.07037},
  timestamp    = {Thu, 07 Nov 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1907-07037.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/DunlopGST18,
  author       = {Matthew M. Dunlop and
                  Mark A. Girolami and
                  Andrew M. Stuart and
                  Aretha L. Teckentrup},
  title        = {How Deep Are Deep Gaussian Processes?},
  journal      = {J. Mach. Learn. Res.},
  volume       = {19},
  pages        = {54:1--54:46},
  year         = {2018},
  url          = {https://jmlr.org/papers/v19/18-015.html},
  timestamp    = {Wed, 11 Sep 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/DunlopGST18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ploscb/AodhaGBBFFHKMNP18,
  author       = {Oisin Mac Aodha and
                  Rory Gibb and
                  Kate E. Barlow and
                  Ella Browning and
                  Michael Firman and
                  Robin Freeman and
                  Briana Harder and
                  Libby Kinsey and
                  Gary R. Mead and
                  Stuart E. Newson and
                  Ivan Pandourski and
                  Stuart Parsons and
                  Jon Russ and
                  Abigel Szodoray{-}Paradi and
                  Farkas Szodoray{-}Paradi and
                  Elena Tilova and
                  Mark A. Girolami and
                  Gabriel J. Brostow and
                  Kate E. Jones},
  title        = {Bat detective - Deep learning tools for bat acoustic signal detection},
  journal      = {PLoS Comput. Biol.},
  volume       = {14},
  number       = {3},
  year         = {2018},
  url          = {https://doi.org/10.1371/journal.pcbi.1005995},
  doi          = {10.1371/JOURNAL.PCBI.1005995},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ploscb/AodhaGBBFFHKMNP18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/XiBG18,
  author       = {Xiaoyue Xi and
                  Fran{\c{c}}ois{-}Xavier Briol and
                  Mark A. Girolami},
  editor       = {Jennifer G. Dy and
                  Andreas Krause},
  title        = {Bayesian Quadrature for Multiple Related Integrals},
  booktitle    = {Proceedings of the 35th International Conference on Machine Learning,
                  {ICML} 2018, Stockholmsm{\"{a}}ssan, Stockholm, Sweden, July
                  10-15, 2018},
  series       = {Proceedings of Machine Learning Research},
  volume       = {80},
  pages        = {5369--5378},
  publisher    = {{PMLR}},
  year         = {2018},
  url          = {http://proceedings.mlr.press/v80/xi18a.html},
  timestamp    = {Wed, 03 Apr 2019 18:17:30 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/XiBG18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1801-04153,
  author       = {Xiaoyue Xi and
                  Fran{\c{c}}ois{-}Xavier Briol and
                  Mark A. Girolami},
  title        = {Bayesian Quadrature for Multiple Related Integrals},
  journal      = {CoRR},
  volume       = {abs/1801.04153},
  year         = {2018},
  url          = {http://arxiv.org/abs/1801.04153},
  eprinttype    = {arXiv},
  eprint       = {1801.04153},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1801-04153.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1801-05242,
  author       = {Jon Cockayne and
                  Chris J. Oates and
                  Mark A. Girolami},
  title        = {A Bayesian Conjugate Gradient Method},
  journal      = {CoRR},
  volume       = {abs/1801.05242},
  year         = {2018},
  url          = {http://arxiv.org/abs/1801.05242},
  eprinttype    = {arXiv},
  eprint       = {1801.05242},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1801-05242.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1811-10275,
  author       = {Fran{\c{c}}ois{-}Xavier Briol and
                  Chris J. Oates and
                  Mark A. Girolami and
                  Michael A. Osborne and
                  Dino Sejdinovic},
  title        = {Rejoinder for "Probabilistic Integration: {A} Role in Statistical
                  Computation?"},
  journal      = {CoRR},
  volume       = {abs/1811.10275},
  year         = {2018},
  url          = {http://arxiv.org/abs/1811.10275},
  eprinttype    = {arXiv},
  eprint       = {1811.10275},
  timestamp    = {Fri, 30 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1811-10275.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1812-00318,
  author       = {Richard Scalzo and
                  David Kohn and
                  Hugo K. H. Olierook and
                  Gregory Houseman and
                  Rohitash Chandra and
                  Mark A. Girolami and
                  Sally Cripps},
  title        = {Efficiency and robustness in Monte Carlo sampling of 3-D geophysical
                  inversions with Obsidian v0.1.2: Setting up for success},
  journal      = {CoRR},
  volume       = {abs/1812.00318},
  year         = {2018},
  url          = {http://arxiv.org/abs/1812.00318},
  eprinttype    = {arXiv},
  eprint       = {1812.00318},
  timestamp    = {Tue, 25 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1812-00318.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcphy/BeskosGLFS17,
  author       = {Alexandros Beskos and
                  Mark A. Girolami and
                  Shiwei Lan and
                  Patrick E. Farrell and
                  Andrew M. Stuart},
  title        = {Geometric {MCMC} for infinite-dimensional inverse problems},
  journal      = {J. Comput. Phys.},
  volume       = {335},
  pages        = {327--351},
  year         = {2017},
  url          = {https://doi.org/10.1016/j.jcp.2016.12.041},
  doi          = {10.1016/J.JCP.2016.12.041},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jcphy/BeskosGLFS17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sac/ConradGSSZ17,
  author       = {Patrick R. Conrad and
                  Mark A. Girolami and
                  Simo S{\"{a}}rkk{\"{a}} and
                  Andrew M. Stuart and
                  Konstantinos Zygalakis},
  title        = {Statistical analysis of differential equations: introducing probability
                  measures on numerical solutions},
  journal      = {Stat. Comput.},
  volume       = {27},
  number       = {4},
  pages        = {1065--1082},
  year         = {2017},
  url          = {https://doi.org/10.1007/s11222-016-9671-0},
  doi          = {10.1007/S11222-016-9671-0},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/sac/ConradGSSZ17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/BriolOCCG17,
  author       = {Fran{\c{c}}ois{-}Xavier Briol and
                  Chris J. Oates and
                  Jon Cockayne and
                  Wilson Ye Chen and
                  Mark A. Girolami},
  editor       = {Doina Precup and
                  Yee Whye Teh},
  title        = {On the Sampling Problem for Kernel Quadrature},
  booktitle    = {Proceedings of the 34th International Conference on Machine Learning,
                  {ICML} 2017, Sydney, NSW, Australia, 6-11 August 2017},
  series       = {Proceedings of Machine Learning Research},
  volume       = {70},
  pages        = {586--595},
  publisher    = {{PMLR}},
  year         = {2017},
  url          = {http://proceedings.mlr.press/v70/briol17a.html},
  timestamp    = {Wed, 29 May 2019 08:41:45 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/BriolOCCG17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/OatesNLBG17,
  author       = {Chris J. Oates and
                  Steven A. Niederer and
                  Angela W. C. Lee and
                  Fran{\c{c}}ois{-}Xavier Briol and
                  Mark A. Girolami},
  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        = {Probabilistic Models for Integration Error in the Assessment of Functional
                  Cardiac Models},
  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        = {110--118},
  year         = {2017},
  url          = {https://proceedings.neurips.cc/paper/2017/hash/98dce83da57b0395e163467c9dae521b-Abstract.html},
  timestamp    = {Thu, 21 Jan 2021 13:58:27 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/OatesNLBG17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/CockayneOSG17,
  author       = {Jon Cockayne and
                  Chris J. Oates and
                  Tim Sullivan and
                  Mark A. Girolami},
  title        = {Probabilistic Numerical Methods for PDE-constrained Bayesian Inverse
                  Problems},
  journal      = {CoRR},
  volume       = {abs/1701.04006},
  year         = {2017},
  url          = {http://arxiv.org/abs/1701.04006},
  eprinttype    = {arXiv},
  eprint       = {1701.04006},
  timestamp    = {Thu, 07 Nov 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/CockayneOSG17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/CockayneOSG17a,
  author       = {Jon Cockayne and
                  Chris J. Oates and
                  Tim Sullivan and
                  Mark A. Girolami},
  title        = {Bayesian Probabilistic Numerical Methods},
  journal      = {CoRR},
  volume       = {abs/1702.03673},
  year         = {2017},
  url          = {http://arxiv.org/abs/1702.03673},
  eprinttype    = {arXiv},
  eprint       = {1702.03673},
  timestamp    = {Thu, 07 Nov 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/CockayneOSG17a.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/BarpBKG17,
  author       = {Alessandro Barp and
                  Fran{\c{c}}ois{-}Xavier Briol and
                  Anthony D. Kennedy and
                  Mark A. Girolami},
  title        = {Geometry and Dynamics for Markov Chain Monte Carlo},
  journal      = {CoRR},
  volume       = {abs/1705.02891},
  year         = {2017},
  url          = {http://arxiv.org/abs/1705.02891},
  eprinttype    = {arXiv},
  eprint       = {1705.02891},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/BarpBKG17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/BriolOCCG17,
  author       = {Fran{\c{c}}ois{-}Xavier Briol and
                  Chris J. Oates and
                  Jon Cockayne and
                  Wilson Ye Chen and
                  Mark A. Girolami},
  title        = {On the Sampling Problem for Kernel Quadrature},
  journal      = {CoRR},
  volume       = {abs/1706.03369},
  year         = {2017},
  url          = {http://arxiv.org/abs/1706.03369},
  eprinttype    = {arXiv},
  eprint       = {1706.03369},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/BriolOCCG17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcphy/LanBCG16,
  author       = {Shiwei Lan and
                  Tan Bui{-}Thanh and
                  Mike Christie and
                  Mark A. Girolami},
  title        = {Emulation of higher-order tensors in manifold Monte Carlo methods
                  for Bayesian Inverse Problems},
  journal      = {J. Comput. Phys.},
  volume       = {308},
  pages        = {81--101},
  year         = {2016},
  url          = {https://doi.org/10.1016/j.jcp.2015.12.032},
  doi          = {10.1016/J.JCP.2015.12.032},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jcphy/LanBCG16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcphy/EllamZG16,
  author       = {Louis Ellam and
                  Nicholas Zabaras and
                  Mark A. Girolami},
  title        = {A Bayesian approach to multiscale inverse problems with on-the-fly
                  scale determination},
  journal      = {J. Comput. Phys.},
  volume       = {326},
  pages        = {115--140},
  year         = {2016},
  url          = {https://doi.org/10.1016/j.jcp.2016.08.031},
  doi          = {10.1016/J.JCP.2016.08.031},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jcphy/EllamZG16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/OatesG16,
  author       = {Chris J. Oates and
                  Mark A. Girolami},
  editor       = {Arthur Gretton and
                  Christian C. Robert},
  title        = {Control Functionals for Quasi-Monte Carlo Integration},
  booktitle    = {Proceedings of the 19th International Conference on Artificial Intelligence
                  and Statistics, {AISTATS} 2016, Cadiz, Spain, May 9-11, 2016},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {51},
  pages        = {56--65},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v51/oates16.html},
  timestamp    = {Wed, 29 May 2019 08:41:44 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/OatesG16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/CockayneOSG16,
  author       = {Jon Cockayne and
                  Chris J. Oates and
                  Tim Sullivan and
                  Mark A. Girolami},
  title        = {Probabilistic Meshless Methods for Partial Differential Equations
                  and Bayesian Inverse Problems},
  journal      = {CoRR},
  volume       = {abs/1605.07811},
  year         = {2016},
  url          = {http://arxiv.org/abs/1605.07811},
  eprinttype    = {arXiv},
  eprint       = {1605.07811},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/CockayneOSG16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/VirtanenG15,
  author       = {Seppo Virtanen and
                  Mark A. Girolami},
  editor       = {Francis R. Bach and
                  David M. Blei},
  title        = {Ordinal Mixed Membership Models},
  booktitle    = {Proceedings of the 32nd International Conference on Machine Learning,
                  {ICML} 2015, Lille, France, 6-11 July 2015},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {37},
  pages        = {588--596},
  publisher    = {JMLR.org},
  year         = {2015},
  url          = {http://proceedings.mlr.press/v37/virtanen15.html},
  timestamp    = {Wed, 29 May 2019 08:41:45 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/VirtanenG15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/BriolOGO15,
  author       = {Fran{\c{c}}ois{-}Xavier Briol and
                  Chris J. Oates and
                  Mark A. Girolami and
                  Michael A. Osborne},
  editor       = {Corinna Cortes and
                  Neil D. Lawrence and
                  Daniel D. Lee and
                  Masashi Sugiyama and
                  Roman Garnett},
  title        = {Frank-Wolfe Bayesian Quadrature: Probabilistic Integration with Theoretical
                  Guarantees},
  booktitle    = {Advances in Neural Information Processing Systems 28: Annual Conference
                  on Neural Information Processing Systems 2015, December 7-12, 2015,
                  Montreal, Quebec, Canada},
  pages        = {1162--1170},
  year         = {2015},
  url          = {https://proceedings.neurips.cc/paper/2015/hash/ba3866600c3540f67c1e9575e213be0a-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/BriolOGO15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/StrathmannSG15,
  author       = {Heiko Strathmann and
                  Dino Sejdinovic and
                  Mark A. Girolami},
  title        = {Unbiased Bayes for Big Data: Paths of Partial Posteriors},
  journal      = {CoRR},
  volume       = {abs/1501.03326},
  year         = {2015},
  url          = {http://arxiv.org/abs/1501.03326},
  eprinttype    = {arXiv},
  eprint       = {1501.03326},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/StrathmannSG15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/HennigOG15,
  author       = {Philipp Hennig and
                  Michael A. Osborne and
                  Mark A. Girolami},
  title        = {Probabilistic Numerics and Uncertainty in Computations},
  journal      = {CoRR},
  volume       = {abs/1506.01326},
  year         = {2015},
  url          = {http://arxiv.org/abs/1506.01326},
  eprinttype    = {arXiv},
  eprint       = {1506.01326},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/HennigOG15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/BriolOGOS15,
  author       = {Fran{\c{c}}ois{-}Xavier Briol and
                  Chris J. Oates and
                  Mark A. Girolami and
                  Michael A. Osborne and
                  Dino Sejdinovic},
  title        = {Probabilistic Integration},
  journal      = {CoRR},
  volume       = {abs/1512.00933},
  year         = {2015},
  url          = {http://arxiv.org/abs/1512.00933},
  eprinttype    = {arXiv},
  eprint       = {1512.00933},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/BriolOGOS15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/KramerSGR14,
  author       = {Andrei Kramer and
                  Vassilios Stathopoulos and
                  Mark A. Girolami and
                  Nicole Radde},
  title        = {mcmc{\_}clib-an advanced {MCMC} sampling package for ode models},
  journal      = {Bioinform.},
  volume       = {30},
  number       = {20},
  pages        = {2991--2992},
  year         = {2014},
  url          = {https://doi.org/10.1093/bioinformatics/btu429},
  doi          = {10.1093/BIOINFORMATICS/BTU429},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/bioinformatics/KramerSGR14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/entropy/LivingstoneG14,
  author       = {Samuel Livingstone and
                  Mark A. Girolami},
  title        = {Information-Geometric Markov Chain Monte Carlo Methods Using Diffusions},
  journal      = {Entropy},
  volume       = {16},
  number       = {6},
  pages        = {3074--3102},
  year         = {2014},
  url          = {https://doi.org/10.3390/e16063074},
  doi          = {10.3390/E16063074},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/entropy/LivingstoneG14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pami/FilipponeG14,
  author       = {Maurizio Filippone and
                  Mark A. Girolami},
  title        = {Pseudo-Marginal Bayesian Inference for Gaussian Processes},
  journal      = {{IEEE} Trans. Pattern Anal. Mach. Intell.},
  volume       = {36},
  number       = {11},
  pages        = {2214--2226},
  year         = {2014},
  url          = {https://doi.org/10.1109/TPAMI.2014.2316530},
  doi          = {10.1109/TPAMI.2014.2316530},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/pami/FilipponeG14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/StathopoulosZJG14,
  author       = {Vassilios Stathopoulos and
                  Veronica Zamora{-}Gutierrez and
                  Kate E. Jones and
                  Mark A. Girolami},
  title        = {Bat Call Identification with Gaussian Process Multinomial Probit Regression
                  and a Dynamic Time Warping Kernel},
  booktitle    = {Proceedings of the Seventeenth International Conference on Artificial
                  Intelligence and Statistics, {AISTATS} 2014, Reykjavik, Iceland, April
                  22-25, 2014},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {33},
  pages        = {913--921},
  publisher    = {JMLR.org},
  year         = {2014},
  url          = {http://proceedings.mlr.press/v33/stathopoulos14.html},
  timestamp    = {Wed, 29 May 2019 08:41:44 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/StathopoulosZJG14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icpr/AodhaSBTGJ14,
  author       = {Oisin Mac Aodha and
                  Vassilios Stathopoulos and
                  Gabriel J. Brostow and
                  Michael Terry and
                  Mark A. Girolami and
                  Kate E. Jones},
  title        = {Putting the Scientist in the Loop - Accelerating Scientific Progress
                  with Interactive Machine Learning},
  booktitle    = {22nd International Conference on Pattern Recognition, {ICPR} 2014,
                  Stockholm, Sweden, August 24-28, 2014},
  pages        = {9--17},
  publisher    = {{IEEE} Computer Society},
  year         = {2014},
  url          = {https://doi.org/10.1109/ICPR.2014.12},
  doi          = {10.1109/ICPR.2014.12},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icpr/AodhaSBTGJ14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/qest/AndreiCHG14,
  author       = {Oana Andrei and
                  Muffy Calder and
                  Matthew Higgs and
                  Mark A. Girolami},
  editor       = {Gethin Norman and
                  William H. Sanders},
  title        = {Probabilistic Model Checking of {DTMC} Models of User Activity Patterns},
  booktitle    = {Quantitative Evaluation of Systems - 11th International Conference,
                  {QEST} 2014, Florence, Italy, September 8-10, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8657},
  pages        = {138--153},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-10696-0\_11},
  doi          = {10.1007/978-3-319-10696-0\_11},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/qest/AndreiCHG14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/AndreiCHG14,
  author       = {Oana Andrei and
                  Muffy Calder and
                  Matthew Higgs and
                  Mark A. Girolami},
  title        = {Probabilistic Model Checking of {DTMC} Models of User Activity Patterns},
  journal      = {CoRR},
  volume       = {abs/1403.6678},
  year         = {2014},
  url          = {http://arxiv.org/abs/1403.6678},
  eprinttype    = {arXiv},
  eprint       = {1403.6678},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/AndreiCHG14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/FilipponeZG13,
  author       = {Maurizio Filippone and
                  Mingjun Zhong and
                  Mark A. Girolami},
  title        = {A comparative evaluation of stochastic-based inference methods for
                  Gaussian process models},
  journal      = {Mach. Learn.},
  volume       = {93},
  number       = {1},
  pages        = {93--114},
  year         = {2013},
  url          = {https://doi.org/10.1007/s10994-013-5388-x},
  doi          = {10.1007/S10994-013-5388-X},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ml/FilipponeZG13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/DietheG13,
  author       = {Tom Diethe and
                  Mark A. Girolami},
  title        = {Online Learning with (Multiple) Kernels: {A} Review},
  journal      = {Neural Comput.},
  volume       = {25},
  number       = {3},
  pages        = {567--625},
  year         = {2013},
  url          = {https://doi.org/10.1162/NECO\_a\_00406},
  doi          = {10.1162/NECO\_A\_00406},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/neco/DietheG13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/chi/HiggsMGC13,
  author       = {Matthew Higgs and
                  Alistair Morrison and
                  Mark A. Girolami and
                  Matthew Chalmers},
  editor       = {Wendy E. Mackay and
                  Stephen A. Brewster and
                  Susanne B{\o}dker},
  title        = {Analysing user behaviour through dynamic population models},
  booktitle    = {2013 {ACM} {SIGCHI} Conference on Human Factors in Computing Systems,
                  {CHI} '13, Paris, France, April 27 - May 2, 2013, Extended Abstracts},
  pages        = {271--276},
  publisher    = {{ACM}},
  year         = {2013},
  url          = {https://doi.org/10.1145/2468356.2468405},
  doi          = {10.1145/2468356.2468405},
  timestamp    = {Fri, 12 Mar 2021 15:27:48 +0100},
  biburl       = {https://dblp.org/rec/conf/chi/HiggsMGC13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/FilipponeG13,
  author       = {Maurizio Filippone and
                  Mark A. Girolami},
  title        = {Exact-Approximate Bayesian Inference for Gaussian Processes},
  journal      = {CoRR},
  volume       = {abs/1310.0740},
  year         = {2013},
  url          = {http://arxiv.org/abs/1310.0740},
  eprinttype    = {arXiv},
  eprint       = {1310.0740},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/FilipponeG13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/YuanGN12,
  author       = {Ke Yuan and
                  Mark A. Girolami and
                  Mahesan Niranjan},
  title        = {Markov Chain Monte Carlo Methods for State-Space Models with Point
                  Process Observations},
  journal      = {Neural Comput.},
  volume       = {24},
  number       = {6},
  pages        = {1462--1486},
  year         = {2012},
  url          = {https://doi.org/10.1162/NECO\_a\_00281},
  doi          = {10.1162/NECO\_A\_00281},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/neco/YuanGN12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/ZhongG12,
  author       = {Mingjun Zhong and
                  Mark A. Girolami},
  title        = {A Bayesian Approach to Approximate Joint Diagonalization of Square
                  Matrices},
  booktitle    = {Proceedings of the 29th International Conference on Machine Learning,
                  {ICML} 2012, Edinburgh, Scotland, UK, June 26 - July 1, 2012},
  publisher    = {icml.cc / Omnipress},
  year         = {2012},
  url          = {http://icml.cc/2012/papers/357.pdf},
  timestamp    = {Wed, 03 Apr 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/ZhongG12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/jmlr/LawrenceG12,
  author       = {Neil D. Lawrence and
                  Mark A. Girolami},
  editor       = {Neil D. Lawrence and
                  Mark A. Girolami},
  title        = {Preface},
  booktitle    = {Proceedings of the Fifteenth International Conference on Artificial
                  Intelligence and Statistics, {AISTATS} 2012, La Palma, Canary Islands,
                  Spain, April 21-23, 2012},
  series       = {{JMLR} Proceedings},
  volume       = {22},
  publisher    = {JMLR.org},
  year         = {2012},
  url          = {http://proceedings.mlr.press/v22/lawrence/lawrence.pdf},
  timestamp    = {Wed, 29 May 2019 08:41:44 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/LawrenceG12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/aistats/2012,
  editor       = {Neil D. Lawrence and
                  Mark A. Girolami},
  title        = {Proceedings of the Fifteenth International Conference on Artificial
                  Intelligence and Statistics, {AISTATS} 2012, La Palma, Canary Islands,
                  Spain, April 21-23, 2012},
  series       = {{JMLR} Proceedings},
  volume       = {22},
  publisher    = {JMLR.org},
  year         = {2012},
  url          = {http://proceedings.mlr.press/v22/},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/2012.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1206-4666,
  author       = {Mingjun Zhong and
                  Mark A. Girolami},
  title        = {A Bayesian Approach to Approximate Joint Diagonalization of Square
                  Matrices},
  journal      = {CoRR},
  volume       = {abs/1206.4666},
  year         = {2012},
  url          = {http://arxiv.org/abs/1206.4666},
  eprinttype    = {arXiv},
  eprint       = {1206.4666},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1206-4666.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@book{DBLP:books/daglib/0036858,
  author       = {Simon Rogers and
                  Mark A. Girolami},
  title        = {A First Course in Machine Learning},
  series       = {Chapman and Hall / {CRC} machine learning and pattern recognition
                  series},
  publisher    = {{CRC} Press},
  year         = {2011},
  url          = {http://www.taylorandfrancis.com/books/details/9781439824146/},
  isbn         = {978-1-43-982414-6},
  timestamp    = {Fri, 08 Apr 2016 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/daglib/0036858.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/biomedsem/PolajnarDG11,
  author       = {Tamara Polajnar and
                  Theodoros Damoulas and
                  Mark A. Girolami},
  title        = {Protein interaction sentence detection using multiple semantic kernels},
  journal      = {J. Biomed. Semant.},
  volume       = {2},
  pages        = {1},
  year         = {2011},
  url          = {https://doi.org/10.1186/2041-1480-2-1},
  doi          = {10.1186/2041-1480-2-1},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/biomedsem/PolajnarDG11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijdmb/PolajnarRG11,
  author       = {Tamara Polajnar and
                  Simon Rogers and
                  Mark A. Girolami},
  title        = {Protein interaction detection in sentences via Gaussian Processes:
                  a preliminary evaluation},
  journal      = {Int. J. Data Min. Bioinform.},
  volume       = {5},
  number       = {1},
  pages        = {52--72},
  year         = {2011},
  url          = {https://doi.org/10.1504/IJDMB.2011.038577},
  doi          = {10.1504/IJDMB.2011.038577},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ijdmb/PolajnarRG11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sma/FilipponeMG11,
  author       = {Maurizio Filippone and
                  Antonietta Mira and
                  Mark A. Girolami},
  title        = {Discussion of the paper: "Sampling schemes for generalized linear
                  Dirichlet process random effects models" by M. Kyung, J. Gill,
                  and G. Casella},
  journal      = {Stat. Methods Appl.},
  volume       = {20},
  number       = {3},
  pages        = {295--297},
  year         = {2011},
  url          = {https://doi.org/10.1007/s10260-011-0170-3},
  doi          = {10.1007/S10260-011-0170-3},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/sma/FilipponeMG11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ibpria/ParedesG11,
  author       = {Roberto Paredes and
                  Mark A. Girolami},
  editor       = {Jordi Vitri{\`{a}} and
                  Jo{\~{a}}o Miguel Raposo Sanches and
                  Mario Hern{\'{a}}ndez},
  title        = {On the Use of Diagonal and Class-Dependent Weighted Distances for
                  the Probabilistic k-Nearest Neighbor},
  booktitle    = {Pattern Recognition and Image Analysis - 5th Iberian Conference, IbPRIA
                  2011, Las Palmas de Gran Canaria, Spain, June 8-10, 2011. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {6669},
  pages        = {265--272},
  publisher    = {Springer},
  year         = {2011},
  url          = {https://doi.org/10.1007/978-3-642-21257-4\_33},
  doi          = {10.1007/978-3-642-21257-4\_33},
  timestamp    = {Sun, 02 Oct 2022 16:02:57 +0200},
  biburl       = {https://dblp.org/rec/conf/ibpria/ParedesG11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/procedia/LehrachSBPZMHBGJBW11,
  author       = {Hans Lehrach and
                  Ralf Sudbrak and
                  Peter Boyle and
                  Markus Pasterk and
                  Kurt Zatloukal and
                  Heimo M{\"{u}}ller and
                  Tim Hubbard and
                  Angela Brand and
                  Mark A. Girolami and
                  Daniel Jameson and
                  Frank J. Bruggeman and
                  Hans V. Westerhoff},
  editor       = {Elisabeth Giacobino and
                  Rolf Pfeifer},
  title        = {ITFoM - The {IT} Future of Medicine},
  booktitle    = {Proceedings of the 2nd European Future Technologies Conference and
                  Exhibition, {FET} 2011, Budapest, Hungary, May 4-6, 2011},
  series       = {Procedia Computer Science},
  volume       = {7},
  pages        = {26--29},
  publisher    = {Elsevier},
  year         = {2011},
  url          = {https://doi.org/10.1016/j.procs.2011.12.012},
  doi          = {10.1016/J.PROCS.2011.12.012},
  timestamp    = {Thu, 08 Jul 2021 14:29:22 +0200},
  biburl       = {https://dblp.org/rec/journals/procedia/LehrachSBPZMHBGJBW11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/icann/2011-1,
  editor       = {Timo Honkela and
                  Wlodzislaw Duch and
                  Mark A. Girolami and
                  Samuel Kaski},
  title        = {Artificial Neural Networks and Machine Learning - {ICANN} 2011 - 21st
                  International Conference on Artificial Neural Networks, Espoo, Finland,
                  June 14-17, 2011, Proceedings, Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {6791},
  publisher    = {Springer},
  year         = {2011},
  url          = {https://doi.org/10.1007/978-3-642-21735-7},
  doi          = {10.1007/978-3-642-21735-7},
  isbn         = {978-3-642-21734-0},
  timestamp    = {Sun, 02 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icann/2011-1.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/icann/2011-2,
  editor       = {Timo Honkela and
                  Wlodzislaw Duch and
                  Mark A. Girolami and
                  Samuel Kaski},
  title        = {Artificial Neural Networks and Machine Learning - {ICANN} 2011 - 21st
                  International Conference on Artificial Neural Networks, Espoo, Finland,
                  June 14-17, 2011, Proceedings, Part {II}},
  series       = {Lecture Notes in Computer Science},
  volume       = {6792},
  publisher    = {Springer},
  year         = {2011},
  url          = {https://doi.org/10.1007/978-3-642-21738-8},
  doi          = {10.1007/978-3-642-21738-8},
  isbn         = {978-3-642-21737-1},
  timestamp    = {Tue, 14 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icann/2011-2.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bmcbi/DaknaHKCKSHVMG10,
  author       = {Mohammed Dakna and
                  Keith Harris and
                  Alexandros Kalousis and
                  Sebastien Carpentier and
                  Walter Kolch and
                  Joost P. Schanstra and
                  Marion Haubitz and
                  Antonia Vlahou and
                  Harald Mischak and
                  Mark A. Girolami},
  title        = {Addressing the Challenge of Defining Valid Proteomic Biomarkers and
                  Classifiers},
  journal      = {{BMC} Bioinform.},
  volume       = {11},
  pages        = {594},
  year         = {2010},
  url          = {https://doi.org/10.1186/1471-2105-11-594},
  doi          = {10.1186/1471-2105-11-594},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bmcbi/DaknaHKCKSHVMG10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/RogersKSGK10,
  author       = {Simon Rogers and
                  Arto Klami and
                  Janne Sinkkonen and
                  Mark A. Girolami and
                  Samuel Kaski},
  title        = {Infinite factorization of multiple non-parametric views},
  journal      = {Mach. Learn.},
  volume       = {79},
  number       = {1-2},
  pages        = {201--226},
  year         = {2010},
  url          = {https://doi.org/10.1007/s10994-009-5155-1},
  doi          = {10.1007/S10994-009-5155-1},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ml/RogersKSGK10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sac/RogersGP10,
  author       = {Simon Rogers and
                  Mark A. Girolami and
                  Tamara Polajnar},
  title        = {Semi-parametric analysis of multi-rater data},
  journal      = {Stat. Comput.},
  volume       = {20},
  number       = {3},
  pages        = {317--334},
  year         = {2010},
  url          = {https://doi.org/10.1007/s11222-009-9125-z},
  doi          = {10.1007/S11222-009-9125-Z},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/sac/RogersGP10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/PsorakisDG10,
  author       = {Ioannis Psorakis and
                  Theodoros Damoulas and
                  Mark A. Girolami},
  title        = {Multiclass relevance vector machines: sparsity and accuracy},
  journal      = {{IEEE} Trans. Neural Networks},
  volume       = {21},
  number       = {10},
  pages        = {1588--1598},
  year         = {2010},
  url          = {https://doi.org/10.1109/TNN.2010.2064787},
  doi          = {10.1109/TNN.2010.2064787},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/tnn/PsorakisDG10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/mit/10/GirolamiCV10,
  author       = {Mark Girolami and
                  Ben Calderhead and
                  Vladislav Vyshemirsky},
  editor       = {Neil D. Lawrence and
                  Mark A. Girolami and
                  Magnus Rattray and
                  Guido Sanguinetti},
  title        = {System Identification and Model Ranking: The Bayesian Perspective},
  booktitle    = {Learning and Inference in Computational Systems Biology},
  series       = {Computational molecular biology},
  pages        = {201--230},
  publisher    = {{MIT} Press},
  year         = {2010},
  timestamp    = {Fri, 15 May 2020 12:36:51 +0200},
  biburl       = {https://dblp.org/rec/books/mit/10/GirolamiCV10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@book{DBLP:books/mit/10/LGRS2010,
  editor       = {Neil D. Lawrence and
                  Mark A. Girolami and
                  Magnus Rattray and
                  Guido Sanguinetti},
  title        = {Learning and Inference in Computational Systems Biology},
  series       = {Computational molecular biology},
  publisher    = {{MIT} Press},
  year         = {2010},
  url          = {https://mitpress.mit.edu/books/learning-and-inference-computational-systems-biology},
  isbn         = {978-0-262-01386-4},
  timestamp    = {Fri, 15 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/books/mit/10/LGRS2010.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/RogersSGB09,
  author       = {Simon Rogers and
                  Richard A. Scheltema and
                  Mark A. Girolami and
                  Rainer Breitling},
  title        = {Probabilistic assignment of formulas to mass peaks in metabolomics
                  experiments},
  journal      = {Bioinform.},
  volume       = {25},
  number       = {4},
  pages        = {512--518},
  year         = {2009},
  url          = {https://doi.org/10.1093/bioinformatics/btn642},
  doi          = {10.1093/BIOINFORMATICS/BTN642},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bioinformatics/RogersSGB09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/csda/CalderheadG09,
  author       = {Ben Calderhead and
                  Mark A. Girolami},
  title        = {Estimating Bayes factors via thermodynamic integration and population
                  {MCMC}},
  journal      = {Comput. Stat. Data Anal.},
  volume       = {53},
  number       = {12},
  pages        = {4028--4045},
  year         = {2009},
  url          = {https://doi.org/10.1016/j.csda.2009.07.025},
  doi          = {10.1016/J.CSDA.2009.07.025},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/csda/CalderheadG09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pr/DamoulasG09,
  author       = {Theodoros Damoulas and
                  Mark A. Girolami},
  title        = {Combining feature spaces for classification},
  journal      = {Pattern Recognit.},
  volume       = {42},
  number       = {11},
  pages        = {2671--2683},
  year         = {2009},
  url          = {https://doi.org/10.1016/j.patcog.2009.04.002},
  doi          = {10.1016/J.PATCOG.2009.04.002},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/pr/DamoulasG09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/prl/DamoulasG09,
  author       = {Theodoros Damoulas and
                  Mark A. Girolami},
  title        = {Pattern recognition with a Bayesian kernel combination machine},
  journal      = {Pattern Recognit. Lett.},
  volume       = {30},
  number       = {1},
  pages        = {46--54},
  year         = {2009},
  url          = {https://doi.org/10.1016/j.patrec.2008.08.016},
  doi          = {10.1016/J.PATREC.2008.08.016},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/prl/DamoulasG09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/YingCG09,
  author       = {Yiming Ying and
                  Colin Campbell and
                  Mark A. Girolami},
  editor       = {Yoshua Bengio and
                  Dale Schuurmans and
                  John D. Lafferty and
                  Christopher K. I. Williams and
                  Aron Culotta},
  title        = {Analysis of {SVM} with Indefinite Kernels},
  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        = {2205--2213},
  publisher    = {Curran Associates, Inc.},
  year         = {2009},
  url          = {https://proceedings.neurips.cc/paper/2009/hash/7f1de29e6da19d22b51c68001e7e0e54-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/YingCG09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/prib/DalyEOAMG09,
  author       = {R{\'{o}}n{\'{a}}n Daly and
                  Kieron D. Edwards and
                  John S. O'Neill and
                  J. Stuart Aitken and
                  Andrew J. Millar and
                  Mark A. Girolami},
  editor       = {Visakan Kadirkamanathan and
                  Guido Sanguinetti and
                  Mark A. Girolami and
                  Mahesan Niranjan and
                  Josselin Noirel},
  title        = {Using Higher-Order Dynamic Bayesian Networks to Model Periodic Data
                  from the Circadian Clock of Arabidopsis Thaliana},
  booktitle    = {Pattern Recognition in Bioinformatics, 4th {IAPR} International Conference,
                  {PRIB} 2009, Sheffield, UK, September 7-9, 2009. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {5780},
  pages        = {67--78},
  publisher    = {Springer},
  year         = {2009},
  url          = {https://doi.org/10.1007/978-3-642-04031-3\_7},
  doi          = {10.1007/978-3-642-04031-3\_7},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/prib/DalyEOAMG09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/prib/HarrisGM09,
  author       = {Keith Harris and
                  Mark A. Girolami and
                  Harald Mischak},
  editor       = {Visakan Kadirkamanathan and
                  Guido Sanguinetti and
                  Mark A. Girolami and
                  Mahesan Niranjan and
                  Josselin Noirel},
  title        = {Definition of Valid Proteomic Biomarkers: {A} Bayesian Solution},
  booktitle    = {Pattern Recognition in Bioinformatics, 4th {IAPR} International Conference,
                  {PRIB} 2009, Sheffield, UK, September 7-9, 2009. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {5780},
  pages        = {137--149},
  publisher    = {Springer},
  year         = {2009},
  url          = {https://doi.org/10.1007/978-3-642-04031-3\_13},
  doi          = {10.1007/978-3-642-04031-3\_13},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/prib/HarrisGM09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/prib/HarrisMG09,
  author       = {Keith Harris and
                  Lisa McMillan and
                  Mark A. Girolami},
  editor       = {Visakan Kadirkamanathan and
                  Guido Sanguinetti and
                  Mark A. Girolami and
                  Mahesan Niranjan and
                  Josselin Noirel},
  title        = {Inferring Meta-covariates in Classification},
  booktitle    = {Pattern Recognition in Bioinformatics, 4th {IAPR} International Conference,
                  {PRIB} 2009, Sheffield, UK, September 7-9, 2009. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {5780},
  pages        = {150--161},
  publisher    = {Springer},
  year         = {2009},
  url          = {https://doi.org/10.1007/978-3-642-04031-3\_14},
  doi          = {10.1007/978-3-642-04031-3\_14},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/prib/HarrisMG09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/prib/PolajnarG09,
  author       = {Tamara Polajnar and
                  Mark A. Girolami},
  editor       = {Visakan Kadirkamanathan and
                  Guido Sanguinetti and
                  Mark A. Girolami and
                  Mahesan Niranjan and
                  Josselin Noirel},
  title        = {Semi-supervised Prediction of Protein Interaction Sentences Exploiting
                  Semantically Encoded Metrics},
  booktitle    = {Pattern Recognition in Bioinformatics, 4th {IAPR} International Conference,
                  {PRIB} 2009, Sheffield, UK, September 7-9, 2009. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {5780},
  pages        = {270--281},
  publisher    = {Springer},
  year         = {2009},
  url          = {https://doi.org/10.1007/978-3-642-04031-3\_24},
  doi          = {10.1007/978-3-642-04031-3\_24},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/prib/PolajnarG09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/prib/PolajnarRG09,
  author       = {Tamara Polajnar and
                  Simon Rogers and
                  Mark A. Girolami},
  editor       = {Visakan Kadirkamanathan and
                  Guido Sanguinetti and
                  Mark A. Girolami and
                  Mahesan Niranjan and
                  Josselin Noirel},
  title        = {Classification of Protein Interaction Sentences via Gaussian Processes},
  booktitle    = {Pattern Recognition in Bioinformatics, 4th {IAPR} International Conference,
                  {PRIB} 2009, Sheffield, UK, September 7-9, 2009. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {5780},
  pages        = {282--292},
  publisher    = {Springer},
  year         = {2009},
  url          = {https://doi.org/10.1007/978-3-642-04031-3\_25},
  doi          = {10.1007/978-3-642-04031-3\_25},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/prib/PolajnarRG09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/prib/YingCDG09,
  author       = {Yiming Ying and
                  Colin Campbell and
                  Theodoros Damoulas and
                  Mark A. Girolami},
  editor       = {Visakan Kadirkamanathan and
                  Guido Sanguinetti and
                  Mark A. Girolami and
                  Mahesan Niranjan and
                  Josselin Noirel},
  title        = {Class Prediction from Disparate Biological Data Sources Using an Iterative
                  Multi-Kernel Algorithm},
  booktitle    = {Pattern Recognition in Bioinformatics, 4th {IAPR} International Conference,
                  {PRIB} 2009, Sheffield, UK, September 7-9, 2009. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {5780},
  pages        = {427--438},
  publisher    = {Springer},
  year         = {2009},
  url          = {https://doi.org/10.1007/978-3-642-04031-3\_37},
  doi          = {10.1007/978-3-642-04031-3\_37},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/prib/YingCDG09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/jmlr/ZhongG09,
  author       = {Mingjun Zhong and
                  Mark A. Girolami},
  editor       = {David A. Van Dyk and
                  Max Welling},
  title        = {Reversible Jump {MCMC} for Non-Negative Matrix Factorization},
  booktitle    = {Proceedings of the Twelfth International Conference on Artificial
                  Intelligence and Statistics, {AISTATS} 2009, Clearwater Beach, Florida,
                  USA, April 16-18, 2009},
  series       = {{JMLR} Proceedings},
  volume       = {5},
  pages        = {663--670},
  publisher    = {JMLR.org},
  year         = {2009},
  url          = {http://proceedings.mlr.press/v5/zhong09a.html},
  timestamp    = {Wed, 29 May 2019 08:41:44 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/ZhongG09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/prib/2009,
  editor       = {Visakan Kadirkamanathan and
                  Guido Sanguinetti and
                  Mark A. Girolami and
                  Mahesan Niranjan and
                  Josselin Noirel},
  title        = {Pattern Recognition in Bioinformatics, 4th {IAPR} International Conference,
                  {PRIB} 2009, Sheffield, UK, September 7-9, 2009. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {5780},
  publisher    = {Springer},
  year         = {2009},
  url          = {https://doi.org/10.1007/978-3-642-04031-3},
  doi          = {10.1007/978-3-642-04031-3},
  isbn         = {978-3-642-04030-6},
  timestamp    = {Sun, 02 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/prib/2009.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/LamaG08,
  author       = {Nicola Lama and
                  Mark A. Girolami},
  title        = {vbmp: Variational Bayesian Multinomial Probit Regression for multi-class
                  classification in {R}},
  journal      = {Bioinform.},
  volume       = {24},
  number       = {1},
  pages        = {135--136},
  year         = {2008},
  url          = {https://doi.org/10.1093/bioinformatics/btm535},
  doi          = {10.1093/BIOINFORMATICS/BTM535},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bioinformatics/LamaG08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/VyshemirskyG08,
  author       = {Vladislav Vyshemirsky and
                  Mark A. Girolami},
  title        = {Bayesian ranking of biochemical system models},
  journal      = {Bioinform.},
  volume       = {24},
  number       = {6},
  pages        = {833--839},
  year         = {2008},
  url          = {https://doi.org/10.1093/bioinformatics/btm607},
  doi          = {10.1093/BIOINFORMATICS/BTM607},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bioinformatics/VyshemirskyG08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/OvertonPGB08,
  author       = {Ian M. Overton and
                  Gianandrea Padovani and
                  Mark A. Girolami and
                  Geoffrey J. Barton},
  title        = {ParCrys: a Parzen window density estimation approach to protein crystallization
                  propensity prediction},
  journal      = {Bioinform.},
  volume       = {24},
  number       = {7},
  pages        = {901--907},
  year         = {2008},
  url          = {https://doi.org/10.1093/bioinformatics/btn055},
  doi          = {10.1093/BIOINFORMATICS/BTN055},
  timestamp    = {Wed, 07 Dec 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bioinformatics/OvertonPGB08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/DamoulasG08,
  author       = {Theodoros Damoulas and
                  Mark A. Girolami},
  title        = {Probabilistic multi-class multi-kernel learning: on protein fold recognition
                  and remote homology detection},
  journal      = {Bioinform.},
  volume       = {24},
  number       = {10},
  pages        = {1264--1270},
  year         = {2008},
  url          = {https://doi.org/10.1093/bioinformatics/btn112},
  doi          = {10.1093/BIOINFORMATICS/BTN112},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bioinformatics/DamoulasG08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/VyshemirskyG08a,
  author       = {Vladislav Vyshemirsky and
                  Mark A. Girolami},
  title        = {BioBayes: {A} software package for Bayesian inference in systems biology},
  journal      = {Bioinform.},
  volume       = {24},
  number       = {17},
  pages        = {1933--1934},
  year         = {2008},
  url          = {https://doi.org/10.1093/bioinformatics/btn338},
  doi          = {10.1093/BIOINFORMATICS/BTN338},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bioinformatics/VyshemirskyG08a.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/VyshemirskyG08b,
  author       = {Vladislav Vyshemirsky and
                  Mark A. Girolami},
  title        = {Bayesian ranking of biochemical system models},
  journal      = {Bioinform.},
  volume       = {24},
  number       = {20},
  pages        = {2421},
  year         = {2008},
  url          = {https://doi.org/10.1093/bioinformatics/btn475},
  doi          = {10.1093/BIOINFORMATICS/BTN475},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bioinformatics/VyshemirskyG08b.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/RogersGKWLTW08,
  author       = {Simon Rogers and
                  Mark A. Girolami and
                  Walter Kolch and
                  Katrina M. Waters and
                  Tao Liu and
                  Brian Thrall and
                  H. Steven Wiley},
  title        = {Investigating the correspondence between transcriptomic and proteomic
                  expression profiles using coupled cluster models},
  journal      = {Bioinform.},
  volume       = {24},
  number       = {24},
  pages        = {2894--2900},
  year         = {2008},
  url          = {https://doi.org/10.1093/bioinformatics/btn553},
  doi          = {10.1093/BIOINFORMATICS/BTN553},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bioinformatics/RogersGKWLTW08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/prl/ZhongLGL08,
  author       = {Mingjun Zhong and
                  Fabien Lotte and
                  Mark A. Girolami and
                  Anatole L{\'{e}}cuyer},
  title        = {Classifying {EEG} for brain computer interfaces using Gaussian processes},
  journal      = {Pattern Recognit. Lett.},
  volume       = {29},
  number       = {3},
  pages        = {354--359},
  year         = {2008},
  url          = {https://doi.org/10.1016/j.patrec.2007.10.009},
  doi          = {10.1016/J.PATREC.2007.10.009},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/prl/ZhongLGL08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tcs/Girolami08,
  author       = {Mark A. Girolami},
  title        = {Bayesian inference for differential equations},
  journal      = {Theor. Comput. Sci.},
  volume       = {408},
  number       = {1},
  pages        = {4--16},
  year         = {2008},
  url          = {https://doi.org/10.1016/j.tcs.2008.07.005},
  doi          = {10.1016/J.TCS.2008.07.005},
  timestamp    = {Wed, 17 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/tcs/Girolami08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icmla/DamoulasYGC08,
  author       = {Theodoros Damoulas and
                  Yiming Ying and
                  Mark A. Girolami and
                  Colin Campbell},
  editor       = {M. Arif Wani and
                  Xue{-}wen Chen and
                  David P. Casasent and
                  Lukasz A. Kurgan and
                  Tony Hu and
                  Khalid Hafeez},
  title        = {Inferring Sparse Kernel Combinations and Relevance Vectors: An Application
                  to Subcellular Localization of Proteins},
  booktitle    = {Seventh International Conference on Machine Learning and Applications,
                  {ICMLA} 2008, San Diego, California, USA, 11-13 December 2008},
  pages        = {577--582},
  publisher    = {{IEEE} Computer Society},
  year         = {2008},
  url          = {https://doi.org/10.1109/ICMLA.2008.124},
  doi          = {10.1109/ICMLA.2008.124},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icmla/DamoulasYGC08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/CalderheadGL08,
  author       = {Ben Calderhead and
                  Mark A. Girolami and
                  Neil D. Lawrence},
  editor       = {Daphne Koller and
                  Dale Schuurmans and
                  Yoshua Bengio and
                  L{\'{e}}on Bottou},
  title        = {Accelerating Bayesian Inference over Nonlinear Differential Equations
                  with Gaussian Processes},
  booktitle    = {Advances in Neural Information Processing Systems 21, Proceedings
                  of the Twenty-Second Annual Conference on Neural Information Processing
                  Systems, Vancouver, British Columbia, Canada, December 8-11, 2008},
  pages        = {217--224},
  publisher    = {Curran Associates, Inc.},
  year         = {2008},
  url          = {https://proceedings.neurips.cc/paper/2008/hash/07563a3fe3bbe7e3ba84431ad9d055af-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/CalderheadGL08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bmcbi/RogersKG07,
  author       = {Simon Rogers and
                  Raya Khanin and
                  Mark A. Girolami},
  title        = {Bayesian model-based inference of transcription factor activity},
  journal      = {{BMC} Bioinform.},
  volume       = {8},
  number       = {{S-2}},
  year         = {2007},
  url          = {https://doi.org/10.1186/1471-2105-8-S2-S2},
  doi          = {10.1186/1471-2105-8-S2-S2},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bmcbi/RogersKG07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/prl/XingG07,
  author       = {Dongshan Xing and
                  Mark A. Girolami},
  title        = {Employing Latent Dirichlet Allocation for fraud detection in telecommunications},
  journal      = {Pattern Recognit. Lett.},
  volume       = {28},
  number       = {13},
  pages        = {1727--1734},
  year         = {2007},
  url          = {https://doi.org/10.1016/j.patrec.2007.04.015},
  doi          = {10.1016/J.PATREC.2007.04.015},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/prl/XingG07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/prl/ManochaG07,
  author       = {S. Manocha and
                  Mark A. Girolami},
  title        = {An empirical analysis of the probabilistic K-nearest neighbour classifier},
  journal      = {Pattern Recognit. Lett.},
  volume       = {28},
  number       = {13},
  pages        = {1818--1824},
  year         = {2007},
  url          = {https://doi.org/10.1016/j.patrec.2007.05.018},
  doi          = {10.1016/J.PATREC.2007.05.018},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/prl/ManochaG07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/conext/SharmaGS07,
  author       = {Oliver Sharma and
                  Mark A. Girolami and
                  Joseph S. Sventek},
  editor       = {Jim Kurose and
                  Henning Schulzrinne},
  title        = {Detecting worm variants using machine learning},
  booktitle    = {Proceedings of the 2007 {ACM} Conference on Emerging Network Experiment
                  and Technology, CoNEXT 2007, New York, NY, USA, December 10-13, 2007},
  pages        = {2},
  publisher    = {{ACM}},
  year         = {2007},
  url          = {https://doi.org/10.1145/1364654.1364657},
  doi          = {10.1145/1364654.1364657},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/conext/SharmaGS07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/jmlr/RogersG07,
  author       = {Simon Rogers and
                  Mark A. Girolami},
  editor       = {Neil D. Lawrence and
                  Anton Schwaighofer and
                  Joaquin Qui{\~{n}}onero Candela},
  title        = {Multi-class Semi-supervised Learning with the e-truncated Multinomial
                  Probit Gaussian Process},
  booktitle    = {Gaussian Processes in Practice, Bletchley Park, Bletchley, UK, June
                  12-13, 2006},
  series       = {{JMLR} Proceedings},
  volume       = {1},
  pages        = {17--32},
  publisher    = {JMLR.org},
  year         = {2007},
  url          = {http://proceedings.mlr.press/v1/rogers07a.html},
  timestamp    = {Wed, 29 May 2019 08:41:48 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/RogersG07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/GirolamiR06,
  author       = {Mark A. Girolami and
                  Simon Rogers},
  title        = {Variational Bayesian Multinomial Probit Regression with Gaussian Process
                  Priors},
  journal      = {Neural Comput.},
  volume       = {18},
  number       = {8},
  pages        = {1790--1817},
  year         = {2006},
  url          = {https://doi.org/10.1162/neco.2006.18.8.1790},
  doi          = {10.1162/NECO.2006.18.8.1790},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/neco/GirolamiR06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/Szymkowiak-HaveGL06,
  author       = {Anna Szymkowiak{-}Have and
                  Mark A. Girolami and
                  Jan Larsen},
  title        = {Clustering via kernel decomposition},
  journal      = {{IEEE} Trans. Neural Networks},
  volume       = {17},
  number       = {1},
  pages        = {256--264},
  year         = {2006},
  url          = {https://doi.org/10.1109/TNN.2005.860840},
  doi          = {10.1109/TNN.2005.860840},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/tnn/Szymkowiak-HaveGL06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/CawleyTG06,
  author       = {Gavin C. Cawley and
                  Nicola L. C. Talbot and
                  Mark A. Girolami},
  editor       = {Bernhard Sch{\"{o}}lkopf and
                  John C. Platt and
                  Thomas Hofmann},
  title        = {Sparse Multinomial Logistic Regression via Bayesian {L1} Regularisation},
  booktitle    = {Advances in Neural Information Processing Systems 19, Proceedings
                  of the Twentieth Annual Conference on Neural Information Processing
                  Systems, Vancouver, British Columbia, Canada, December 4-7, 2006},
  pages        = {209--216},
  publisher    = {{MIT} Press},
  year         = {2006},
  url          = {https://proceedings.neurips.cc/paper/2006/hash/b22b257ad0519d4500539da3c8bcf4dd-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/CawleyTG06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/GirolamiZ06,
  author       = {Mark A. Girolami and
                  Mingjun Zhong},
  editor       = {Bernhard Sch{\"{o}}lkopf and
                  John C. Platt and
                  Thomas Hofmann},
  title        = {Data Integration for Classification Problems Employing Gaussian Process
                  Priors},
  booktitle    = {Advances in Neural Information Processing Systems 19, Proceedings
                  of the Twentieth Annual Conference on Neural Information Processing
                  Systems, Vancouver, British Columbia, Canada, December 4-7, 2006},
  pages        = {465--472},
  publisher    = {{MIT} Press},
  year         = {2006},
  url          = {https://proceedings.neurips.cc/paper/2006/hash/6fec24eac8f18ed793f5eaad3dd7977c-Abstract.html},
  timestamp    = {Thu, 21 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/GirolamiZ06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/JenssenEGE06,
  author       = {Robert Jenssen and
                  Torbj{\o}rn Eltoft and
                  Mark A. Girolami and
                  Deniz Erdogmus},
  editor       = {Bernhard Sch{\"{o}}lkopf and
                  John C. Platt and
                  Thomas Hofmann},
  title        = {Kernel Maximum Entropy Data Transformation and an Enhanced Spectral
                  Clustering Algorithm},
  booktitle    = {Advances in Neural Information Processing Systems 19, Proceedings
                  of the Twentieth Annual Conference on Neural Information Processing
                  Systems, Vancouver, British Columbia, Canada, December 4-7, 2006},
  pages        = {633--640},
  publisher    = {{MIT} Press},
  year         = {2006},
  url          = {https://proceedings.neurips.cc/paper/2006/hash/097e26b2ffb0339458b55da17425a71f-Abstract.html},
  timestamp    = {Thu, 21 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/JenssenEGE06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/RogersG05,
  author       = {Simon Rogers and
                  Mark A. Girolami},
  title        = {A Bayesian regression approach to the inference of regulatory networks
                  from gene expression data},
  journal      = {Bioinform.},
  volume       = {21},
  number       = {14},
  pages        = {3131--3137},
  year         = {2005},
  url          = {https://doi.org/10.1093/bioinformatics/bti487},
  doi          = {10.1093/BIOINFORMATICS/BTI487},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bioinformatics/RogersG05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/datamine/GirolamiK05,
  author       = {Mark A. Girolami and
                  Ata Kab{\'{a}}n},
  title        = {Sequential Activity Profiling: Latent Dirichlet Allocation of Markov
                  Chains},
  journal      = {Data Min. Knowl. Discov.},
  volume       = {10},
  number       = {3},
  pages        = {175--196},
  year         = {2005},
  url          = {https://doi.org/10.1007/s10618-005-0362-2},
  doi          = {10.1007/S10618-005-0362-2},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/datamine/GirolamiK05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tcbb/RogersGCB05,
  author       = {Simon Rogers and
                  Mark A. Girolami and
                  Colin Campbell and
                  Rainer Breitling},
  title        = {The Latent Process Decomposition of cDNA Microarray Data Sets},
  journal      = {{IEEE} {ACM} Trans. Comput. Biol. Bioinform.},
  volume       = {2},
  number       = {2},
  pages        = {143--156},
  year         = {2005},
  url          = {https://doi.org/10.1109/TCBB.2005.29},
  doi          = {10.1109/TCBB.2005.29},
  timestamp    = {Mon, 28 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tcbb/RogersGCB05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icapr/RogersGKM05,
  author       = {Simon Rogers and
                  Mark A. Girolami and
                  Ronald Krebs and
                  Harald Mischak},
  editor       = {Peng Wang and
                  Maneesha Singh and
                  Chidanand Apt{\'{e}} and
                  Petra Perner},
  title        = {Disease Classification from Capillary Electrophoresis: Mass Spectrometry},
  booktitle    = {Pattern Recognition and Data Mining, Third International Conference
                  on Advances in Pattern Recognition, {ICAPR} 2005, Bath, UK, August
                  22-25, 2005, Proceedings, Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {3686},
  pages        = {183--191},
  publisher    = {Springer},
  year         = {2005},
  url          = {https://doi.org/10.1007/11551188\_20},
  doi          = {10.1007/11551188\_20},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icapr/RogersGKM05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/GirolamiR05,
  author       = {Mark A. Girolami and
                  Simon Rogers},
  editor       = {Luc De Raedt and
                  Stefan Wrobel},
  title        = {Hierarchic Bayesian models for kernel learning},
  booktitle    = {Machine Learning, Proceedings of the Twenty-Second International Conference
                  {(ICML} 2005), Bonn, Germany, August 7-11, 2005},
  series       = {{ACM} International Conference Proceeding Series},
  volume       = {119},
  pages        = {241--248},
  publisher    = {{ACM}},
  year         = {2005},
  url          = {https://doi.org/10.1145/1102351.1102382},
  doi          = {10.1145/1102351.1102382},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icml/GirolamiR05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigir/AzzopardiGC05,
  author       = {Leif Azzopardi and
                  Mark A. Girolami and
                  Malcolm K. Crowe},
  editor       = {Ricardo A. Baeza{-}Yates and
                  Nivio Ziviani and
                  Gary Marchionini and
                  Alistair Moffat and
                  John Tait},
  title        = {Probabilistic hyperspace analogue to language},
  booktitle    = {{SIGIR} 2005: Proceedings of the 28th Annual International {ACM} {SIGIR}
                  Conference on Research and Development in Information Retrieval, Salvador,
                  Brazil, August 15-19, 2005},
  pages        = {575--576},
  publisher    = {{ACM}},
  year         = {2005},
  url          = {https://doi.org/10.1145/1076034.1076135},
  doi          = {10.1145/1076034.1076135},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/sigir/AzzopardiGC05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/GirolamiB04,
  author       = {Mark A. Girolami and
                  Rainer Breitling},
  title        = {Biologically valid linear factor models of gene expression},
  journal      = {Bioinform.},
  volume       = {20},
  number       = {17},
  pages        = {3021--3033},
  year         = {2004},
  url          = {https://doi.org/10.1093/bioinformatics/bth354},
  doi          = {10.1093/BIOINFORMATICS/BTH354},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bioinformatics/GirolamiB04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pr/HeGR04,
  author       = {Chao He and
                  Mark A. Girolami and
                  Gary Ross},
  title        = {Employing optimized combinations of one-class classifiers for automated
                  currency validation},
  journal      = {Pattern Recognit.},
  volume       = {37},
  number       = {6},
  pages        = {1085--1096},
  year         = {2004},
  url          = {https://doi.org/10.1016/j.patcog.2004.02.002},
  doi          = {10.1016/J.PATCOG.2004.02.002},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/pr/HeGR04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/prl/HeG04,
  author       = {Chao He and
                  Mark A. Girolami},
  title        = {Novelty detection employing an {L2} optimal non-parametric density
                  estimator},
  journal      = {Pattern Recognit. Lett.},
  volume       = {25},
  number       = {12},
  pages        = {1389--1397},
  year         = {2004},
  url          = {https://doi.org/10.1016/j.patrec.2004.05.004},
  doi          = {10.1016/J.PATREC.2004.05.004},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/prl/HeG04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ideal/Al-ShahibHTGG04,
  author       = {Ali Al{-}Shahib and
                  Chao He and
                  Aik Choon Tan and
                  Mark A. Girolami and
                  David R. Gilbert},
  editor       = {Zheng Rong Yang and
                  Richard M. Everson and
                  Hujun Yin},
  title        = {An Assessment of Feature Relevance in Predicting Protein Function
                  from Sequence},
  booktitle    = {Intelligent Data Engineering and Automated Learning - {IDEAL} 2004,
                  5th International Conference, Exeter, UK, August 25-27, 2004, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {3177},
  pages        = {52--57},
  publisher    = {Springer},
  year         = {2004},
  url          = {https://doi.org/10.1007/978-3-540-28651-6\_8},
  doi          = {10.1007/978-3-540-28651-6\_8},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/ideal/Al-ShahibHTGG04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigir/AzzopardiGR04,
  author       = {Leif Azzopardi and
                  Mark A. Girolami and
                  Cornelis Joost van Rijsbergen},
  editor       = {Mark Sanderson and
                  Kalervo J{\"{a}}rvelin and
                  James Allan and
                  Peter Bruza},
  title        = {User biased document language modelling},
  booktitle    = {{SIGIR} 2004: Proceedings of the 27th Annual International {ACM} {SIGIR}
                  Conference on Research and Development in Information Retrieval, Sheffield,
                  UK, July 25-29, 2004},
  pages        = {542--543},
  publisher    = {{ACM}},
  year         = {2004},
  url          = {https://doi.org/10.1145/1008992.1009111},
  doi          = {10.1145/1008992.1009111},
  timestamp    = {Tue, 06 Nov 2018 11:07:22 +0100},
  biburl       = {https://dblp.org/rec/conf/sigir/AzzopardiGR04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/npl/BinghamKG03,
  author       = {Ella Bingham and
                  Ata Kab{\'{a}}n and
                  Mark A. Girolami},
  title        = {Topic Identification in Dynamical Text by Complexity Pursuit},
  journal      = {Neural Process. Lett.},
  volume       = {17},
  number       = {1},
  pages        = {69--83},
  year         = {2003},
  url          = {https://doi.org/10.1023/A:1022990829563},
  doi          = {10.1023/A:1022990829563},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/npl/BinghamKG03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pami/GirolamiH03,
  author       = {Mark A. Girolami and
                  Chao He},
  title        = {Probability Density Estimation from Optimally Condensed Data Samples},
  journal      = {{IEEE} Trans. Pattern Anal. Mach. Intell.},
  volume       = {25},
  number       = {10},
  pages        = {1253--1264},
  year         = {2003},
  url          = {https://doi.org/10.1109/TPAMI.2003.1233899},
  doi          = {10.1109/TPAMI.2003.1233899},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/pami/GirolamiH03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/GirolamiK03,
  author       = {Mark A. Girolami and
                  Ata Kab{\'{a}}n},
  editor       = {Sebastian Thrun and
                  Lawrence K. Saul and
                  Bernhard Sch{\"{o}}lkopf},
  title        = {Simplicial Mixtures of Markov Chains: Distributed Modelling of Dynamic
                  User Profiles},
  booktitle    = {Advances in Neural Information Processing Systems 16 [Neural Information
                  Processing Systems, {NIPS} 2003, December 8-13, 2003, Vancouver and
                  Whistler, British Columbia, Canada]},
  pages        = {9--16},
  publisher    = {{MIT} Press},
  year         = {2003},
  url          = {https://proceedings.neurips.cc/paper/2003/hash/4a8423d5e91fda00bb7e46540e2b0cf1-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/GirolamiK03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigir/AzzopardiGR03,
  author       = {Leif Azzopardi and
                  Mark A. Girolami and
                  Keith van Rijsbergen},
  editor       = {Charles L. A. Clarke and
                  Gordon V. Cormack and
                  Jamie Callan and
                  David Hawking and
                  Alan F. Smeaton},
  title        = {Investigating the relationship between language model perplexity and
                  {IR} precision-recall measures},
  booktitle    = {{SIGIR} 2003: Proceedings of the 26th Annual International {ACM} {SIGIR}
                  Conference on Research and Development in Information Retrieval, July
                  28 - August 1, 2003, Toronto, Canada},
  pages        = {369--370},
  publisher    = {{ACM}},
  year         = {2003},
  url          = {https://doi.org/10.1145/860435.860505},
  doi          = {10.1145/860435.860505},
  timestamp    = {Tue, 06 Nov 2018 11:07:23 +0100},
  biburl       = {https://dblp.org/rec/conf/sigir/AzzopardiGR03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigir/GirolamiK03,
  author       = {Mark A. Girolami and
                  Ata Kab{\'{a}}n},
  editor       = {Charles L. A. Clarke and
                  Gordon V. Cormack and
                  Jamie Callan and
                  David Hawking and
                  Alan F. Smeaton},
  title        = {On an equivalence between {PLSI} and {LDA}},
  booktitle    = {{SIGIR} 2003: Proceedings of the 26th Annual International {ACM} {SIGIR}
                  Conference on Research and Development in Information Retrieval, July
                  28 - August 1, 2003, Toronto, Canada},
  pages        = {433--434},
  publisher    = {{ACM}},
  year         = {2003},
  url          = {https://doi.org/10.1145/860435.860537},
  doi          = {10.1145/860435.860537},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/sigir/GirolamiK03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/Girolami02,
  author       = {Mark A. Girolami},
  title        = {Latent variable models for the topographic organisation of discrete
                  and strictly positive data},
  journal      = {Neurocomputing},
  volume       = {48},
  number       = {1-4},
  pages        = {185--198},
  year         = {2002},
  url          = {https://doi.org/10.1016/S0925-2312(01)00659-2},
  doi          = {10.1016/S0925-2312(01)00659-2},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ijon/Girolami02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jiis/KabanG02,
  author       = {Ata Kab{\'{a}}n and
                  Mark A. Girolami},
  title        = {A Dynamic Probabilistic Model to Visualise Topic Evolution in Text
                  Streams},
  journal      = {J. Intell. Inf. Syst.},
  volume       = {18},
  number       = {2-3},
  pages        = {107--125},
  year         = {2002},
  url          = {https://doi.org/10.1023/A:1013673310093},
  doi          = {10.1023/A:1013673310093},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jiis/KabanG02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jiis/VinokourovG02,
  author       = {Alexei Vinokourov and
                  Mark A. Girolami},
  title        = {A Probabilistic Framework for the Hierarchic Organisation and Classification
                  of Document Collections},
  journal      = {J. Intell. Inf. Syst.},
  volume       = {18},
  number       = {2-3},
  pages        = {153--172},
  year         = {2002},
  url          = {https://doi.org/10.1023/A:1013677411002},
  doi          = {10.1023/A:1013677411002},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jiis/VinokourovG02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/Girolami02,
  author       = {Mark A. Girolami},
  title        = {Orthogonal Series Density Estimation and the Kernel Eigenvalue Problem},
  journal      = {Neural Comput.},
  volume       = {14},
  number       = {3},
  pages        = {669--688},
  year         = {2002},
  url          = {https://doi.org/10.1162/089976602317250942},
  doi          = {10.1162/089976602317250942},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/neco/Girolami02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/npl/KabanG02,
  author       = {Ata Kab{\'{a}}n and
                  Mark A. Girolami},
  title        = {Fast Extraction of Semantic Features from a Latent Semantic Indexed
                  Text Corpus},
  journal      = {Neural Process. Lett.},
  volume       = {15},
  number       = {1},
  pages        = {31--43},
  year         = {2002},
  url          = {https://doi.org/10.1023/A:1013801028884},
  doi          = {10.1023/A:1013801028884},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/npl/KabanG02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sigir/CrestaniGR02,
  author       = {Fabio Crestani and
                  Mark A. Girolami and
                  C. J. van Rijsbergen},
  title        = {Report on the 24th European colloquium on information retrieval research
                  {(ECIR} 2002)},
  journal      = {{SIGIR} Forum},
  volume       = {36},
  number       = {1},
  pages        = {6--9},
  year         = {2002},
  url          = {https://doi.org/10.1145/584449.584453},
  doi          = {10.1145/584449.584453},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/sigir/CrestaniGR02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sigmod/CrestaniG02,
  author       = {Fabio Crestani and
                  Mark A. Girolami},
  title        = {Report on the 24th European Colloquium on Information Retrieval Research},
  journal      = {{SIGMOD} Rec.},
  volume       = {31},
  number       = {3},
  pages        = {77--80},
  year         = {2002},
  url          = {http://www.acm.org/sigmod/record/issues/0209/r3.ecir02\_sigmod\_report.pdf},
  timestamp    = {Fri, 06 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/sigmod/CrestaniG02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/Girolami02,
  author       = {Mark A. Girolami},
  title        = {Mercer kernel-based clustering in feature space},
  journal      = {{IEEE} Trans. Neural Networks},
  volume       = {13},
  number       = {3},
  pages        = {780--784},
  year         = {2002},
  url          = {https://doi.org/10.1109/TNN.2002.1000150},
  doi          = {10.1109/TNN.2002.1000150},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/tnn/Girolami02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ideal/KabanTG02,
  author       = {Ata Kab{\'{a}}n and
                  Peter Ti{\~{n}}o and
                  Mark A. Girolami},
  editor       = {Hujun Yin and
                  Nigel M. Allinson and
                  Richard T. Freeman and
                  John A. Keane and
                  Simon J. Hubbard},
  title        = {A General Framework for a Principled Hierarchical Visualization of
                  Multivariate Data},
  booktitle    = {Intelligent Data Engineering and Automated Learning - {IDEAL} 2002,
                  Third International Conference, Manchester, UK, August 12-14, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {2412},
  pages        = {518--523},
  publisher    = {Springer},
  year         = {2002},
  url          = {https://doi.org/10.1007/3-540-45675-9\_78},
  doi          = {10.1007/3-540-45675-9\_78},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/ideal/KabanTG02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/ecir/2002,
  editor       = {Fabio Crestani and
                  Mark A. Girolami and
                  C. J. van Rijsbergen},
  title        = {Advances in Information Retrieval, 24th {BCS-IRSG} European Colloquium
                  on {IR} Research Glasgow, UK, March 25-27, 2002 Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {2291},
  publisher    = {Springer},
  year         = {2002},
  url          = {https://doi.org/10.1007/3-540-45886-7},
  doi          = {10.1007/3-540-45886-7},
  isbn         = {3-540-43343-0},
  timestamp    = {Tue, 14 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/ecir/2002.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nca/RosipalGTC01,
  author       = {Roman Rosipal and
                  Mark A. Girolami and
                  Leonard J. Trejo and
                  Andrzej Cichocki},
  title        = {Kernel {PCA} for Feature Extraction and De-Noising in Nonlinear Regression},
  journal      = {Neural Comput. Appl.},
  volume       = {10},
  number       = {3},
  pages        = {231--243},
  year         = {2001},
  url          = {https://doi.org/10.1007/s521-001-8051-z},
  doi          = {10.1007/S521-001-8051-Z},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/nca/RosipalGTC01.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/RosipalG01,
  author       = {Roman Rosipal and
                  Mark A. Girolami},
  title        = {An Expectation-Maximization Approach to Nonlinear Component Analysis},
  journal      = {Neural Comput.},
  volume       = {13},
  number       = {3},
  pages        = {505--510},
  year         = {2001},
  url          = {https://doi.org/10.1162/089976601300014439},
  doi          = {10.1162/089976601300014439},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/neco/RosipalG01.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/Girolami01,
  author       = {Mark A. Girolami},
  title        = {A Variational Method for Learning Sparse and Overcomplete Representations},
  journal      = {Neural Comput.},
  volume       = {13},
  number       = {11},
  pages        = {2517--2532},
  year         = {2001},
  url          = {https://doi.org/10.1162/089976601753196003},
  doi          = {10.1162/089976601753196003},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/neco/Girolami01.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pami/KabanG01,
  author       = {Ata Kab{\'{a}}n and
                  Mark A. Girolami},
  title        = {A Combined Latent Class and Trait Model for the Analysis and Visualization
                  of Discrete Data},
  journal      = {{IEEE} Trans. Pattern Anal. Mach. Intell.},
  volume       = {23},
  number       = {8},
  pages        = {859--872},
  year         = {2001},
  url          = {https://doi.org/10.1109/34.946989},
  doi          = {10.1109/34.946989},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/pami/KabanG01.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/Girolami01,
  author       = {Mark A. Girolami},
  title        = {The topographic organization and visualization of binary data using
                  multivariate-Bernoulli latent variable models},
  journal      = {{IEEE} Trans. Neural Networks},
  volume       = {12},
  number       = {6},
  pages        = {1367--1374},
  year         = {2001},
  url          = {https://doi.org/10.1109/72.963773},
  doi          = {10.1109/72.963773},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/tnn/Girolami01.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/www/BinghamKG01,
  author       = {Ella Bingham and
                  Ata Kab{\'{a}}n and
                  Mark A. Girolami},
  editor       = {Vincent Y. Shen and
                  Nobuo Saito and
                  Michael R. Lyu and
                  Mary Ellen Zurko},
  title        = {Finding Topics in Dynamical Text: Application to Chat Line Discussions},
  booktitle    = {Poster Proceedings of the Tenth International World Wide Web Conference,
                  {WWW} 10, Hong Kong, China, May 1-5, 2001},
  year         = {2001},
  url          = {http://www10.org/cdrom/posters/1110.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/www/BinghamKG01.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/annimab/BarrosRGDO00,
  author       = {Allan Kardec Barros and
                  Roman Rosipal and
                  Mark A. Girolami and
                  Georg Dorffner and
                  Noboru Ohnishi},
  editor       = {Helge Malmgren and
                  Magnus Borga and
                  Lars Niklasson},
  title        = {Extraction of Sleep-Spindles from the Electroencephalogram {(EEG)}},
  booktitle    = {Artificial Neural Networks in Medicine and Biology, Proceedings of
                  the {ANNIMAB-1} Conference, G{\"{o}}teborg, Sweden, 13-16 May
                  2000},
  series       = {Perspectives in Neural Computing},
  pages        = {125--130},
  publisher    = {Springer},
  year         = {2000},
  url          = {https://doi.org/10.1007/978-1-4471-0513-8\_17},
  doi          = {10.1007/978-1-4471-0513-8\_17},
  timestamp    = {Mon, 22 Jul 2019 13:45:56 +0200},
  biburl       = {https://dblp.org/rec/conf/annimab/BarrosRGDO00.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/annimab/RosipalGT00,
  author       = {Roman Rosipal and
                  Mark A. Girolami and
                  Leonard J. Trejo},
  editor       = {Helge Malmgren and
                  Magnus Borga and
                  Lars Niklasson},
  title        = {Kernel {PCA} Feature Extraction of Event-Related Potentials for Human
                  Signal Detection Performance},
  booktitle    = {Artificial Neural Networks in Medicine and Biology, Proceedings of
                  the {ANNIMAB-1} Conference, G{\"{o}}teborg, Sweden, 13-16 May
                  2000},
  series       = {Perspectives in Neural Computing},
  pages        = {321--326},
  publisher    = {Springer},
  year         = {2000},
  url          = {https://doi.org/10.1007/978-1-4471-0513-8\_49},
  doi          = {10.1007/978-1-4471-0513-8\_49},
  timestamp    = {Mon, 22 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/annimab/RosipalGT00.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dexaw/GirolamiVK00,
  author       = {Mark A. Girolami and
                  Alexei Vinokourov and
                  Ata Kab{\'{a}}n},
  title        = {The Organization and Visualization of Document Corpora: {A} Probabilistic
                  Approach},
  booktitle    = {11th International Workshop on Database and Expert Systems Applications
                  (DEXA'00), 6-8 September 2000, Greenwich, London, {UK}},
  pages        = {558--564},
  publisher    = {{IEEE} Computer Society},
  year         = {2000},
  url          = {https://doi.org/10.1109/DEXA.2000.875081},
  doi          = {10.1109/DEXA.2000.875081},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/dexaw/GirolamiVK00.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/Girolami00,
  author       = {Mark A. Girolami},
  title        = {A generative model for sparse discrete binary data with non-uniform
                  categorical priors},
  booktitle    = {8th European Symposium on Artificial Neural Networks, {ESANN} 2000,
                  Bruges, Belgium, April 26-28, 2000, Proceedings},
  pages        = {1--6},
  year         = {2000},
  url          = {https://www.esann.org/sites/default/files/proceedings/legacy/es2000-16.pdf},
  timestamp    = {Tue, 02 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/esann/Girolami00.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icpr/VinokourovG00,
  author       = {Alexei Vinokourov and
                  Mark A. Girolami},
  title        = {Probabilistic Hierarchical Clustering Method for Organizing Collections
                  of Text Documents},
  booktitle    = {15th International Conference on Pattern Recognition, ICPR'00, Barcelona,
                  Spain, September 3-8, 2000},
  pages        = {2182--2185},
  publisher    = {{IEEE} Computer Society},
  year         = {2000},
  url          = {https://doi.org/10.1109/ICPR.2000.906043},
  doi          = {10.1109/ICPR.2000.906043},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icpr/VinokourovG00.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icpr/KabanG00,
  author       = {Ata Kab{\'{a}}n and
                  Mark A. Girolami},
  title        = {Initialized and Guided EM-Clustering of Sparse Binary Data with Application
                  to Text Based Documents},
  booktitle    = {15th International Conference on Pattern Recognition, ICPR'00, Barcelona,
                  Spain, September 3-8, 2000},
  pages        = {2744--2747},
  publisher    = {{IEEE} Computer Society},
  year         = {2000},
  url          = {https://doi.org/10.1109/ICPR.2000.906182},
  doi          = {10.1109/ICPR.2000.906182},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icpr/KabanG00.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/LeeGS99,
  author       = {Te{-}Won Lee and
                  Mark A. Girolami and
                  Terrence J. Sejnowski},
  title        = {Independent Component Analysis Using an Extended Infomax Algorithm
                  for Mixed Sub-Gaussian and Super-Gaussian Sources},
  journal      = {Neural Comput.},
  volume       = {11},
  number       = {2},
  pages        = {417--441},
  year         = {1999},
  url          = {https://doi.org/10.1162/089976699300016719},
  doi          = {10.1162/089976699300016719},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/neco/LeeGS99.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/spl/LeeLGS99,
  author       = {Te{-}Won Lee and
                  Michael S. Lewicki and
                  Mark A. Girolami and
                  Terrence J. Sejnowski},
  title        = {Blind source separation of more sources than mixtures using overcomplete
                  representations},
  journal      = {{IEEE} Signal Process. Lett.},
  volume       = {6},
  number       = {4},
  pages        = {87--90},
  year         = {1999},
  url          = {https://doi.org/10.1109/97.752062},
  doi          = {10.1109/97.752062},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/spl/LeeLGS99.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/Girolami98,
  author       = {Mark A. Girolami},
  title        = {A nonlinear model of the binaural cocktail party effect},
  journal      = {Neurocomputing},
  volume       = {22},
  number       = {1-3},
  pages        = {201--215},
  year         = {1998},
  url          = {https://doi.org/10.1016/S0925-2312(98)00058-7},
  doi          = {10.1016/S0925-2312(98)00058-7},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ijon/Girolami98.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/Girolami98,
  author       = {Mark A. Girolami},
  title        = {An Alternative Perspective on Adaptive Independent Component Analysis
                  Algorithms},
  journal      = {Neural Comput.},
  volume       = {10},
  number       = {8},
  pages        = {2103--2114},
  year         = {1998},
  url          = {https://doi.org/10.1162/089976698300016981},
  doi          = {10.1162/089976698300016981},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/neco/Girolami98.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/npl/Girolami98,
  author       = {Mark A. Girolami},
  title        = {The Latent Variable Data Model for Exploratory Data Analysis and Visualisation:
                  {A} Generalisation of the Nonlinear Infomax Algorithm},
  journal      = {Neural Process. Lett.},
  volume       = {8},
  number       = {1},
  pages        = {27--39},
  year         = {1998},
  url          = {https://doi.org/10.1023/A:1009613012282},
  doi          = {10.1023/A:1009613012282},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/npl/Girolami98.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/GirolamiCA98,
  author       = {Mark A. Girolami and
                  Andrzej Cichocki and
                  Shun{-}ichi Amari},
  title        = {A common neural-network model for unsupervised exploratory data analysis
                  and independent component analysis},
  journal      = {{IEEE} Trans. Neural Networks},
  volume       = {9},
  number       = {6},
  pages        = {1495--1501},
  year         = {1998},
  url          = {https://doi.org/10.1109/72.728398},
  doi          = {10.1109/72.728398},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/tnn/GirolamiCA98.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icassp/Girolami98,
  author       = {Mark A. Girolami},
  title        = {Noise reduction and speech enhancement via temporal anti-Hebbian learning},
  booktitle    = {Proceedings of the 1998 {IEEE} International Conference on Acoustics,
                  Speech and Signal Processing, {ICASSP} '98, Seattle, Washington, USA,
                  May 12-15, 1998},
  pages        = {1233--1236},
  publisher    = {{IEEE}},
  year         = {1998},
  url          = {https://doi.org/10.1109/ICASSP.1998.675494},
  doi          = {10.1109/ICASSP.1998.675494},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icassp/Girolami98.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijns/GirolamiF97,
  author       = {Mark A. Girolami and
                  Colin Fyfe},
  title        = {Stochastic {ICA} Contrast Maximisation Using Oja's Nonlinear {PCA}
                  Algorithm},
  journal      = {Int. J. Neural Syst.},
  volume       = {8},
  number       = {5-6},
  pages        = {661--678},
  year         = {1997},
  url          = {https://doi.org/10.1142/S0129065797000586},
  doi          = {10.1142/S0129065797000586},
  timestamp    = {Tue, 01 Jun 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ijns/GirolamiF97.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nn/GirolamiF97,
  author       = {Mark A. Girolami and
                  Colin Fyfe},
  title        = {An extended exploratory projection pursuit network with linear and
                  nonlinear anti-hebbian lateral connections applied to the cocktail
                  party problem},
  journal      = {Neural Networks},
  volume       = {10},
  number       = {9},
  pages        = {1607--1618},
  year         = {1997},
  url          = {https://doi.org/10.1016/S0893-6080(97)00090-7},
  doi          = {10.1016/S0893-6080(97)00090-7},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/nn/GirolamiF97.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/GirolamiF97,
  author       = {Mark Girolami and
                  Colin Fyfe},
  editor       = {David Madigan and
                  Padhraic Smyth},
  title        = {Multivariate Density Factorization for Independent Component Analysis:
                  An Unsupervised Artificial Neural Network Approach},
  booktitle    = {Proceedings of the Sixth International Workshop on Artificial Intelligence
                  and Statistics, {AISTATS} 1997, Fort Lauderdale, Florida, USA, January,
                  4-7, 1997},
  pages        = {223--230},
  publisher    = {{MLR} Press},
  year         = {1997},
  url          = {https://proceedings.mlr.press/r1/girolami97a.html},
  timestamp    = {Fri, 05 Jul 2024 15:44:56 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/GirolamiF97.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/GirolamiF97,
  author       = {Mark A. Girolami and
                  Colin Fyfe},
  editor       = {Michel Verleysen},
  title        = {Independence is far from normal},
  booktitle    = {5th Eurorean Symposium on Artificial Neural Networks, {ESANN} 1997,
                  Bruges, Belgium, April 16-18, 1997, Proceedings},
  publisher    = {D-Facto public},
  year         = {1997},
  url          = {https://www.esann.org/sites/default/files/proceedings/legacy/es1997-521-S.pdf},
  timestamp    = {Tue, 02 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/esann/GirolamiF97.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icannga/Girolami97,
  author       = {Mark Girolami},
  editor       = {George D. Smith and
                  Nigel C. Steele and
                  Rudolf F. Albrecht},
  title        = {Principal Components Identify {MLP} Hidden Layer Size for Optimal
                  Generalisation Performance},
  booktitle    = {Proceedings of the International Conference on Artificial Neural Nets
                  and Genetic Algorithms, {ICANNGA} 1997, Norwich, UK, 1997},
  pages        = {40--43},
  publisher    = {Springer},
  year         = {1997},
  url          = {https://doi.org/10.1007/978-3-7091-6492-1\_9},
  doi          = {10.1007/978-3-7091-6492-1\_9},
  timestamp    = {Wed, 27 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icannga/Girolami97.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icannga/GirolamiF97,
  author       = {Mark Girolami and
                  Colin Fyfe},
  editor       = {George D. Smith and
                  Nigel C. Steele and
                  Rudolf F. Albrecht},
  title        = {Fahlman-Type Activation Functions Applied to Nonlinear {PCA} Networks
                  Provide a Generalised Independent Component Analysis},
  booktitle    = {Proceedings of the International Conference on Artificial Neural Nets
                  and Genetic Algorithms, {ICANNGA} 1997, Norwich, UK, 1997},
  pages        = {112--115},
  publisher    = {Springer},
  year         = {1997},
  url          = {https://doi.org/10.1007/978-3-7091-6492-1\_24},
  doi          = {10.1007/978-3-7091-6492-1\_24},
  timestamp    = {Mon, 04 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icannga/GirolamiF97.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icassp/GirolamiF97,
  author       = {Mark A. Girolami and
                  Colin Fyfe},
  title        = {Kurtosis extrema and identification of independent components: a neural
                  network approach},
  booktitle    = {1997 {IEEE} International Conference on Acoustics, Speech, and Signal
                  Processing, {ICASSP} '97, Munich, Germany, April 21-24, 1997},
  pages        = {3329--3332},
  publisher    = {{IEEE} Computer Society},
  year         = {1997},
  url          = {https://doi.org/10.1109/ICASSP.1997.595506},
  doi          = {10.1109/ICASSP.1997.595506},
  timestamp    = {Thu, 23 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icassp/GirolamiF97.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icnn/GirolamiF97,
  author       = {Mark A. Girolami and
                  Colin Fyfe},
  title        = {Generalised independent component analysis through unsupervised learning
                  with emergent Bussgang properties},
  booktitle    = {Proceedings of International Conference on Neural Networks (ICNN'97),
                  Houston, TX, USA, June 9-12, 1997},
  pages        = {1788--1791},
  publisher    = {{IEEE}},
  year         = {1997},
  url          = {https://doi.org/10.1109/ICNN.1997.614168},
  doi          = {10.1109/ICNN.1997.614168},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icnn/GirolamiF97.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/npl/GirolamiF96,
  author       = {Mark A. Girolami and
                  Colin Fyfe},
  title        = {A Temporal Model of Linear Anti-Hebbian Learning},
  journal      = {Neural Process. Lett.},
  volume       = {4},
  number       = {3},
  pages        = {139--148},
  year         = {1996},
  url          = {https://doi.org/10.1007/BF00426022},
  doi          = {10.1007/BF00426022},
  timestamp    = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/npl/GirolamiF96.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}