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@article{DBLP:journals/cys/CruzSilvaMA23,
  author       = {Jacobo E. Cruz{-}Silva and
                  Jes{\'{u}}s Yalj{\'{a}} Montiel{-}P{\'{e}}rez and
                  Juan Humberto Sossa Azuela},
  title        = {3-D Interface for Humanoid Robot Operation},
  journal      = {Computaci{\'{o}}n y Sistemas (CyS)},
  volume       = {27},
  number       = {4},
  year         = {2023},
  url          = {https://cys.cic.ipn.mx/ojs/index.php/CyS/article/view/4554},
  timestamp    = {Tue, 30 Jul 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/cys/CruzSilvaMA23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icde/BarryMBWMHCJSFD23,
  author       = {Mariam Barry and
                  Jacob Montiel and
                  Albert Bifet and
                  Sameer Wadkar and
                  Nikolay Manchev and
                  Max Halford and
                  Raja Chiky and
                  Saad El Jaouhari and
                  Katherine B. Shakman and
                  Joudi Al Fehaily and
                  Fabrice Le Deit and
                  Vinh{-}Thuy Tran and
                  Eric Guerizec},
  title        = {StreamMLOps: Operationalizing Online Learning for Big Data Streaming
                  {\&} Real-Time Applications},
  booktitle    = {39th {IEEE} International Conference on Data Engineering, {ICDE} 2023,
                  Anaheim, CA, USA, April 3-7, 2023},
  pages        = {3508--3521},
  publisher    = {{IEEE}},
  year         = {2023},
  url          = {https://doi.org/10.1109/ICDE55515.2023.00272},
  doi          = {10.1109/ICDE55515.2023.00272},
  timestamp    = {Thu, 27 Jul 2023 14:59:05 +0200},
  biburl       = {https://dblp.org/rec/conf/icde/BarryMBWMHCJSFD23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ausai/YogarajanMSP22,
  author       = {Vithya Yogarajan and
                  Jacob Montiel and
                  Tony Smith and
                  Bernhard Pfahringer},
  editor       = {Guodong Long and
                  Xinghuo Yu and
                  Sen Wang},
  title        = {Predicting {COVID-19} Patient Shielding: {A} Comprehensive Study},
  booktitle    = {{AI} 2021: Advances in Artificial Intelligence - 34th Australasian
                  Joint Conference, {AI} 2021, Sydney, NSW, Australia, February 2-4,
                  2022, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {13151},
  pages        = {332--343},
  publisher    = {Springer},
  year         = {2022},
  url          = {https://doi.org/10.1007/978-3-030-97546-3\_27},
  doi          = {10.1007/978-3-030-97546-3\_27},
  timestamp    = {Fri, 01 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/ausai/YogarajanMSP22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bigdataconf/BarryBCJMOG22,
  author       = {Mariam Barry and
                  Albert Bifet and
                  Raja Chiky and
                  Saad El Jaouhari and
                  Jacob Montiel and
                  Aissa El Ouafi and
                  Eric Guerizec},
  editor       = {Shusaku Tsumoto and
                  Yukio Ohsawa and
                  Lei Chen and
                  Dirk Van den Poel and
                  Xiaohua Hu and
                  Yoichi Motomura and
                  Takuya Takagi and
                  Lingfei Wu and
                  Ying Xie and
                  Akihiro Abe and
                  Vijay Raghavan},
  title        = {Stream2Graph: Dynamic Knowledge Graph for Online Learning Applied
                  in Large-scale Network},
  booktitle    = {{IEEE} International Conference on Big Data, Big Data 2022, Osaka,
                  Japan, December 17-20, 2022},
  pages        = {2190--2197},
  publisher    = {{IEEE}},
  year         = {2022},
  url          = {https://doi.org/10.1109/BigData55660.2022.10020885},
  doi          = {10.1109/BIGDATA55660.2022.10020885},
  timestamp    = {Tue, 11 Jun 2024 10:44:02 +0200},
  biburl       = {https://dblp.org/rec/conf/bigdataconf/BarryBCJMOG22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bigdataconf/BarryJBMGC22,
  author       = {Mariam Barry and
                  Saad El Jaouhari and
                  Albert Bifet and
                  Jacob Montiel and
                  Eric Guerizec and
                  Raja Chiky},
  editor       = {Shusaku Tsumoto and
                  Yukio Ohsawa and
                  Lei Chen and
                  Dirk Van den Poel and
                  Xiaohua Hu and
                  Yoichi Motomura and
                  Takuya Takagi and
                  Lingfei Wu and
                  Ying Xie and
                  Akihiro Abe and
                  Vijay Raghavan},
  title        = {StreamFlow: {A} System for Summarizing and Learning Over Industrial
                  Big Data Streams},
  booktitle    = {{IEEE} International Conference on Big Data, Big Data 2022, Osaka,
                  Japan, December 17-20, 2022},
  pages        = {2198--2205},
  publisher    = {{IEEE}},
  year         = {2022},
  url          = {https://doi.org/10.1109/BigData55660.2022.10020438},
  doi          = {10.1109/BIGDATA55660.2022.10020438},
  timestamp    = {Fri, 18 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/bigdataconf/BarryJBMGC22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/YogarajanPSM22,
  author       = {Vithya Yogarajan and
                  Bernhard Pfahringer and
                  Tony Smith and
                  Jacob Montiel},
  editor       = {Elias Pimenidis and
                  Plamen Angelov and
                  Chrisina Jayne and
                  Antonios Papaleonidas and
                  Mehmet Aydin},
  title        = {Concatenating BioMed-Transformers to Tackle Long Medical Documents
                  and to Improve the Prediction of Tail-End Labels},
  booktitle    = {Artificial Neural Networks and Machine Learning - {ICANN} 2022 - 31st
                  International Conference on Artificial Neural Networks, Bristol, UK,
                  September 6-9, 2022, Proceedings, Part {II}},
  series       = {Lecture Notes in Computer Science},
  volume       = {13530},
  pages        = {209--221},
  publisher    = {Springer},
  year         = {2022},
  url          = {https://doi.org/10.1007/978-3-031-15931-2\_18},
  doi          = {10.1007/978-3-031-15931-2\_18},
  timestamp    = {Wed, 10 Jul 2024 11:55:25 +0200},
  biburl       = {https://dblp.org/rec/conf/icann/YogarajanPSM22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/MontielNNB22,
  author       = {Jacob Montiel and
                  Hoang{-}Anh Ngo and
                  Minh{-}Huong Le Nguyen and
                  Albert Bifet},
  editor       = {Aidong Zhang and
                  Huzefa Rangwala},
  title        = {Online Clustering: Algorithms, Evaluation, Metrics, Applications and
                  Benchmarking},
  booktitle    = {{KDD} '22: The 28th {ACM} {SIGKDD} Conference on Knowledge Discovery
                  and Data Mining, Washington, DC, USA, August 14 - 18, 2022},
  pages        = {4808--4809},
  publisher    = {{ACM}},
  year         = {2022},
  url          = {https://doi.org/10.1145/3534678.3542600},
  doi          = {10.1145/3534678.3542600},
  timestamp    = {Mon, 28 Aug 2023 21:17:29 +0200},
  biburl       = {https://dblp.org/rec/conf/kdd/MontielNNB22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pakdd/KulbachMBHB22,
  author       = {Cedric Kulbach and
                  Jacob Montiel and
                  Maroua Bahri and
                  Marco Heyden and
                  Albert Bifet},
  editor       = {Jo{\~{a}}o Gama and
                  Tianrui Li and
                  Yang Yu and
                  Enhong Chen and
                  Yu Zheng and
                  Fei Teng},
  title        = {Evolution-Based Online Automated Machine Learning},
  booktitle    = {Advances in Knowledge Discovery and Data Mining - 26th Pacific-Asia
                  Conference, {PAKDD} 2022, Chengdu, China, May 16-19, 2022, Proceedings,
                  Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {13280},
  pages        = {472--484},
  publisher    = {Springer},
  year         = {2022},
  url          = {https://doi.org/10.1007/978-3-031-05933-9\_37},
  doi          = {10.1007/978-3-031-05933-9\_37},
  timestamp    = {Mon, 05 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pakdd/KulbachMBHB22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/MontielHMBSVZGR21,
  author       = {Jacob Montiel and
                  Max Halford and
                  Saulo Martiello Mastelini and
                  Geoffrey Bolmier and
                  Rapha{\"{e}}l Sourty and
                  Robin Vaysse and
                  Adil Zouitine and
                  Heitor Murilo Gomes and
                  Jesse Read and
                  Talel Abdessalem and
                  Albert Bifet},
  title        = {River: machine learning for streaming data in Python},
  journal      = {J. Mach. Learn. Res.},
  volume       = {22},
  pages        = {110:1--110:8},
  year         = {2021},
  url          = {https://jmlr.org/papers/v22/20-1380.html},
  timestamp    = {Wed, 11 Sep 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/MontielHMBSVZGR21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aime/YogarajanMSP21,
  author       = {Vithya Yogarajan and
                  Jacob Montiel and
                  Tony Smith and
                  Bernhard Pfahringer},
  editor       = {Allan Tucker and
                  Pedro Henriques Abreu and
                  Jaime S. Cardoso and
                  Pedro Pereira Rodrigues and
                  David Ria{\~{n}}o},
  title        = {Transformers for Multi-label Classification of Medical Text: An Empirical
                  Comparison},
  booktitle    = {Artificial Intelligence in Medicine - 19th International Conference
                  on Artificial Intelligence in Medicine, {AIME} 2021, Virtual Event,
                  June 15-18, 2021, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {12721},
  pages        = {114--123},
  publisher    = {Springer},
  year         = {2021},
  url          = {https://doi.org/10.1007/978-3-030-77211-6\_12},
  doi          = {10.1007/978-3-030-77211-6\_12},
  timestamp    = {Tue, 15 Jun 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aime/YogarajanMSP21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bigda/BarryBCMT21,
  author       = {Mariam Barry and
                  Albert Bifet and
                  Raja Chiky and
                  Jacob Montiel and
                  Vinh{-}Thuy Tran},
  editor       = {Satish Narayana Srirama and
                  Jerry Chun{-}Wei Lin and
                  Raj Bhatnagar and
                  Sonali Agarwal and
                  P. Krishna Reddy},
  title        = {Challenges of Machine Learning for Data Streams in the Banking Industry},
  booktitle    = {Big Data Analytics - 9th International Conference, {BDA} 2021, Virtual
                  Event, December 15-18, 2021, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {13147},
  pages        = {106--118},
  publisher    = {Springer},
  year         = {2021},
  url          = {https://doi.org/10.1007/978-3-030-93620-4\_9},
  doi          = {10.1007/978-3-030-93620-4\_9},
  timestamp    = {Fri, 14 Jan 2022 10:25:27 +0100},
  biburl       = {https://dblp.org/rec/conf/bigda/BarryBCMT21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/incdm/MasteliniMGBPC21,
  author       = {Saulo Martiello Mastelini and
                  Jacob Montiel and
                  Heitor Murilo Gomes and
                  Albert Bifet and
                  Bernhard Pfahringer and
                  Andr{\'{e}} C. P. L. F. de Carvalho},
  title        = {Fast and lightweight binary and multi-branch Hoeffding Tree Regressors},
  booktitle    = {2021 International Conference on Data Mining, {ICDM} 2021 - Workshops,
                  Auckland, New Zealand, December 7-10, 2021},
  pages        = {380--388},
  publisher    = {{IEEE}},
  year         = {2021},
  url          = {https://doi.org/10.1109/ICDMW53433.2021.00053},
  doi          = {10.1109/ICDMW53433.2021.00053},
  timestamp    = {Mon, 05 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/incdm/MasteliniMGBPC21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-00183,
  author       = {Vithya Yogarajan and
                  Jacob Montiel and
                  Tony Smith and
                  Bernhard Pfahringer},
  title        = {Predicting {COVID-19} Patient Shielding: {A} Comprehensive Study},
  journal      = {CoRR},
  volume       = {abs/2110.00183},
  year         = {2021},
  url          = {https://arxiv.org/abs/2110.00183},
  eprinttype    = {arXiv},
  eprint       = {2110.00183},
  timestamp    = {Fri, 08 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2110-00183.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2112-01718,
  author       = {Vithya Yogarajan and
                  Bernhard Pfahringer and
                  Tony Smith and
                  Jacob Montiel},
  title        = {Improving Predictions of Tail-end Labels using Concatenated BioMed-Transformers
                  for Long Medical Documents},
  journal      = {CoRR},
  volume       = {abs/2112.01718},
  year         = {2021},
  url          = {https://arxiv.org/abs/2112.01718},
  eprinttype    = {arXiv},
  eprint       = {2112.01718},
  timestamp    = {Tue, 07 Dec 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2112-01718.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bigdataconf/BernardoGMPBV20,
  author       = {Alessio Bernardo and
                  Heitor Murilo Gomes and
                  Jacob Montiel and
                  Bernhard Pfahringer and
                  Albert Bifet and
                  Emanuele Della Valle},
  editor       = {Xintao Wu and
                  Chris Jermaine and
                  Li Xiong and
                  Xiaohua Hu and
                  Olivera Kotevska and
                  Siyuan Lu and
                  Weija Xu and
                  Srinivas Aluru and
                  Chengxiang Zhai and
                  Eyhab Al{-}Masri and
                  Zhiyuan Chen and
                  Jeff Saltz},
  title        = {{C-SMOTE:} Continuous Synthetic Minority Oversampling for Evolving
                  Data Streams},
  booktitle    = {2020 {IEEE} International Conference on Big Data {(IEEE} BigData 2020),
                  Atlanta, GA, USA, December 10-13, 2020},
  pages        = {483--492},
  publisher    = {{IEEE}},
  year         = {2020},
  url          = {https://doi.org/10.1109/BigData50022.2020.9377768},
  doi          = {10.1109/BIGDATA50022.2020.9377768},
  timestamp    = {Mon, 05 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/bigdataconf/BernardoGMPBV20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccsa/TogbeBBCCMT20,
  author       = {Maurras Ulbricht Togbe and
                  Mariam Barry and
                  Aliou Boly and
                  Yousra Chabchoub and
                  Raja Chiky and
                  Jacob Montiel and
                  Vinh{-}Thuy Tran},
  editor       = {Osvaldo Gervasi and
                  Beniamino Murgante and
                  Sanjay Misra and
                  Chiara Garau and
                  Ivan Blecic and
                  David Taniar and
                  Bernady O. Apduhan and
                  Ana Maria A. C. Rocha and
                  Eufemia Tarantino and
                  Carmelo Maria Torre and
                  Yeliz Karaca},
  title        = {Anomaly Detection for Data Streams Based on Isolation Forest Using
                  Scikit-Multiflow},
  booktitle    = {Computational Science and Its Applications - {ICCSA} 2020 - 20th International
                  Conference, Cagliari, Italy, July 1-4, 2020, Proceedings, Part {IV}},
  series       = {Lecture Notes in Computer Science},
  volume       = {12252},
  pages        = {15--30},
  publisher    = {Springer},
  year         = {2020},
  url          = {https://doi.org/10.1007/978-3-030-58811-3\_2},
  doi          = {10.1007/978-3-030-58811-3\_2},
  timestamp    = {Tue, 29 Sep 2020 17:30:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iccsa/TogbeBBCCMT20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/GomesMMPB20,
  author       = {Heitor Murilo Gomes and
                  Jacob Montiel and
                  Saulo Martiello Mastelini and
                  Bernhard Pfahringer and
                  Albert Bifet},
  title        = {On Ensemble Techniques for Data Stream Regression},
  booktitle    = {2020 International Joint Conference on Neural Networks, {IJCNN} 2020,
                  Glasgow, United Kingdom, July 19-24, 2020},
  pages        = {1--8},
  publisher    = {{IEEE}},
  year         = {2020},
  url          = {https://doi.org/10.1109/IJCNN48605.2020.9206756},
  doi          = {10.1109/IJCNN48605.2020.9206756},
  timestamp    = {Mon, 05 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/ijcnn/GomesMMPB20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/MontielMFPAB20,
  author       = {Jacob Montiel and
                  Rory Mitchell and
                  Eibe Frank and
                  Bernhard Pfahringer and
                  Talel Abdessalem and
                  Albert Bifet},
  title        = {Adaptive XGBoost for Evolving Data Streams},
  booktitle    = {2020 International Joint Conference on Neural Networks, {IJCNN} 2020,
                  Glasgow, United Kingdom, July 19-24, 2020},
  pages        = {1--8},
  publisher    = {{IEEE}},
  year         = {2020},
  url          = {https://doi.org/10.1109/IJCNN48605.2020.9207555},
  doi          = {10.1109/IJCNN48605.2020.9207555},
  timestamp    = {Tue, 06 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/ijcnn/MontielMFPAB20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/scipy/Montiel20,
  author       = {Jacob Montiel},
  editor       = {Meghann Agarwal and
                  Chris Calloway and
                  Dillon Niederhut and
                  David Shupe},
  title        = {Learning from evolving data streams},
  booktitle    = {Proceedings of the 19th Python in Science Conference 2020 (SciPy 2020),
                  Virtual Conference, July 6 - July 12, 2020},
  pages        = {70--77},
  publisher    = {scipy.org},
  year         = {2020},
  url          = {https://doi.org/10.25080/Majora-342d178e-00a},
  doi          = {10.25080/MAJORA-342D178E-00A},
  timestamp    = {Sun, 12 Feb 2023 18:48:24 +0100},
  biburl       = {https://dblp.org/rec/conf/scipy/Montiel20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2004-00430,
  author       = {Vithya Yogarajan and
                  Jacob Montiel and
                  Tony Smith and
                  Bernhard Pfahringer},
  title        = {Seeing The Whole Patient: Using Multi-Label Medical Text Classification
                  Techniques to Enhance Predictions of Medical Codes},
  journal      = {CoRR},
  volume       = {abs/2004.00430},
  year         = {2020},
  url          = {https://arxiv.org/abs/2004.00430},
  eprinttype    = {arXiv},
  eprint       = {2004.00430},
  timestamp    = {Wed, 08 Apr 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2004-00430.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2005-07353,
  author       = {Jacob Montiel and
                  Rory Mitchell and
                  Eibe Frank and
                  Bernhard Pfahringer and
                  Talel Abdessalem and
                  Albert Bifet},
  title        = {Adaptive XGBoost for Evolving Data Streams},
  journal      = {CoRR},
  volume       = {abs/2005.07353},
  year         = {2020},
  url          = {https://arxiv.org/abs/2005.07353},
  eprinttype    = {arXiv},
  eprint       = {2005.07353},
  timestamp    = {Fri, 22 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2005-07353.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-04740,
  author       = {Jacob Montiel and
                  Max Halford and
                  Saulo Martiello Mastelini and
                  Geoffrey Bolmier and
                  Rapha{\"{e}}l Sourty and
                  Robin Vaysse and
                  Adil Zouitine and
                  Heitor Murilo Gomes and
                  Jesse Read and
                  Talel Abdessalem and
                  Albert Bifet},
  title        = {River: machine learning for streaming data in Python},
  journal      = {CoRR},
  volume       = {abs/2012.04740},
  year         = {2020},
  url          = {https://arxiv.org/abs/2012.04740},
  eprinttype    = {arXiv},
  eprint       = {2012.04740},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2012-04740.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/hal/Lopez19,
  author       = {Jacob Montiel L{\'{o}}pez},
  title        = {Apprentissage automatique rapide et lent. (Fast and slow machine learning)},
  school       = {University of Paris-Saclay, France},
  year         = {2019},
  url          = {https://tel.archives-ouvertes.fr/tel-02098633},
  timestamp    = {Tue, 21 Jul 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/hal/Lopez19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/micai/Cruz-SilvaMA19,
  author       = {Jacobo E. Cruz{-}Silva and
                  Jes{\'{u}}s Yalj{\'{a}} Montiel{-}P{\'{e}}rez and
                  Juan Humberto Sossa Azuela},
  editor       = {Lourdes Mart{\'{\i}}nez{-}Villase{\~{n}}or and
                  Ildar Z. Batyrshin and
                  Antonio Mar{\'{\i}}n{-}Hern{\'{a}}ndez},
  title        = {3-D Human Body Posture Reconstruction by Computer Vision},
  booktitle    = {Advances in Soft Computing - 18th Mexican International Conference
                  on Artificial Intelligence, {MICAI} 2019, Xalapa, Mexico, October
                  27 - November 2, 2019, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {11835},
  pages        = {579--588},
  publisher    = {Springer},
  year         = {2019},
  url          = {https://doi.org/10.1007/978-3-030-33749-0\_46},
  doi          = {10.1007/978-3-030-33749-0\_46},
  timestamp    = {Tue, 30 Jul 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/micai/Cruz-SilvaMA19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/MontielRBA18,
  author       = {Jacob Montiel and
                  Jesse Read and
                  Albert Bifet and
                  Talel Abdessalem},
  title        = {Scikit-Multiflow: {A} Multi-output Streaming Framework},
  journal      = {J. Mach. Learn. Res.},
  volume       = {19},
  pages        = {72:1--72:5},
  year         = {2018},
  url          = {https://jmlr.org/papers/v19/18-251.html},
  timestamp    = {Wed, 11 Sep 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/MontielRBA18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bigdataconf/MontielBLRA18,
  author       = {Jacob Montiel and
                  Albert Bifet and
                  Viktor Losing and
                  Jesse Read and
                  Talel Abdessalem},
  editor       = {Naoki Abe and
                  Huan Liu and
                  Calton Pu and
                  Xiaohua Hu and
                  Nesreen K. Ahmed and
                  Mu Qiao and
                  Yang Song and
                  Donald Kossmann and
                  Bing Liu and
                  Kisung Lee and
                  Jiliang Tang and
                  Jingrui He and
                  Jeffrey S. Saltz},
  title        = {Learning Fast and Slow: {A} Unified Batch/Stream Framework},
  booktitle    = {{IEEE} International Conference on Big Data {(IEEE} BigData 2018),
                  Seattle, WA, USA, December 10-13, 2018},
  pages        = {1065--1072},
  publisher    = {{IEEE}},
  year         = {2018},
  url          = {https://doi.org/10.1109/BigData.2018.8622222},
  doi          = {10.1109/BIGDATA.2018.8622222},
  timestamp    = {Fri, 19 Nov 2021 16:08:20 +0100},
  biburl       = {https://dblp.org/rec/conf/bigdataconf/MontielBLRA18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pakdd/MontielRBA18,
  author       = {Jacob Montiel and
                  Jesse Read and
                  Albert Bifet and
                  Talel Abdessalem},
  editor       = {Dinh Q. Phung and
                  Vincent S. Tseng and
                  Geoffrey I. Webb and
                  Bao Ho and
                  Mohadeseh Ganji and
                  Lida Rashidi},
  title        = {Scalable Model-Based Cascaded Imputation of Missing Data},
  booktitle    = {Advances in Knowledge Discovery and Data Mining - 22nd Pacific-Asia
                  Conference, {PAKDD} 2018, Melbourne, VIC, Australia, June 3-6, 2018,
                  Proceedings, Part {III}},
  series       = {Lecture Notes in Computer Science},
  volume       = {10939},
  pages        = {64--76},
  publisher    = {Springer},
  year         = {2018},
  url          = {https://doi.org/10.1007/978-3-319-93040-4\_6},
  doi          = {10.1007/978-3-319-93040-4\_6},
  timestamp    = {Sat, 05 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pakdd/MontielRBA18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1807-04662,
  author       = {Jacob Montiel and
                  Jesse Read and
                  Albert Bifet and
                  Talel Abdessalem},
  title        = {Scikit-Multiflow: {A} Multi-output Streaming Framework},
  journal      = {CoRR},
  volume       = {abs/1807.04662},
  year         = {2018},
  url          = {http://arxiv.org/abs/1807.04662},
  eprinttype    = {arXiv},
  eprint       = {1807.04662},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1807-04662.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bigdataconf/MontielBA17,
  author       = {Jacob Montiel and
                  Albert Bifet and
                  Talel Abdessalem},
  editor       = {Jian{-}Yun Nie and
                  Zoran Obradovic and
                  Toyotaro Suzumura and
                  Rumi Ghosh and
                  Raghunath Nambiar and
                  Chonggang Wang and
                  Hui Zang and
                  Ricardo Baeza{-}Yates and
                  Xiaohua Hu and
                  Jeremy Kepner and
                  Alfredo Cuzzocrea and
                  Jian Tang and
                  Masashi Toyoda},
  title        = {Predicting over-indebtedness on batch and streaming data},
  booktitle    = {2017 {IEEE} International Conference on Big Data {(IEEE} BigData 2017),
                  Boston, MA, USA, December 11-14, 2017},
  pages        = {1504--1513},
  publisher    = {{IEEE} Computer Society},
  year         = {2017},
  url          = {https://doi.org/10.1109/BigData.2017.8258084},
  doi          = {10.1109/BIGDATA.2017.8258084},
  timestamp    = {Fri, 19 Nov 2021 16:08:20 +0100},
  biburl       = {https://dblp.org/rec/conf/bigdataconf/MontielBA17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/MarcoKZHSLGRCMTPWM12,
  author       = {Daniel Di Marco and
                  Andreas Koch and
                  Oliver Zweigle and
                  Kai H{\"{a}}ussermann and
                  Bj{\"{o}}rn Schiessle and
                  Paul Levi and
                  Dorian G{\'{a}}lvez{-}L{\'{o}}pez and
                  Luis Riazuelo and
                  Javier Civera and
                  J. M. M. Montiel and
                  Moritz Tenorth and
                  Alexander Clifford Perzylo and
                  Markus Waibel and
                  Ren{\'{e}} van de Molengraft},
  title        = {Creating and using RoboEarth object models},
  booktitle    = {{IEEE} International Conference on Robotics and Automation, {ICRA}
                  2012, 14-18 May, 2012, St. Paul, Minnesota, {USA}},
  pages        = {3549--3550},
  publisher    = {{IEEE}},
  year         = {2012},
  url          = {https://doi.org/10.1109/ICRA.2012.6224858},
  doi          = {10.1109/ICRA.2012.6224858},
  timestamp    = {Thu, 14 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icra/MarcoKZHSLGRCMTPWM12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ram/WaibelBCDEGHJMP11,
  author       = {Markus Waibel and
                  Michael Beetz and
                  Javier Civera and
                  Raffaello D'Andrea and
                  Jos Elfring and
                  Dorian G{\'{a}}lvez{-}L{\'{o}}pez and
                  Kai H{\"{a}}ussermann and
                  Rob Janssen and
                  J. M. M. Montiel and
                  Alexander Perzylo and
                  Bj{\"{o}}rn Schie{\ss}le and
                  Moritz Tenorth and
                  Oliver Zweigle and
                  Ren{\'{e}} van de Molengraft},
  title        = {RoboEarth},
  journal      = {{IEEE} Robotics Autom. Mag.},
  volume       = {18},
  number       = {2},
  pages        = {69--82},
  year         = {2011},
  url          = {https://doi.org/10.1109/MRA.2011.941632},
  doi          = {10.1109/MRA.2011.941632},
  timestamp    = {Thu, 14 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ram/WaibelBCDEGHJMP11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}