BibTeX records: Gérard Biau

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@article{DBLP:journals/corr/abs-2402-07514,
  author       = {Nathan Doum{\`{e}}che and
                  Francis Bach and
                  Claire Boyer and
                  G{\'{e}}rard Biau},
  title        = {Physics-informed machine learning as a kernel method},
  journal      = {CoRR},
  volume       = {abs/2402.07514},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2402.07514},
  doi          = {10.48550/ARXIV.2402.07514},
  eprinttype    = {arXiv},
  eprint       = {2402.07514},
  timestamp    = {Mon, 19 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2402-07514.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2309-01213,
  author       = {Pierre Marion and
                  Yu{-}Han Wu and
                  Michael E. Sander and
                  G{\'{e}}rard Biau},
  title        = {Implicit regularization of deep residual networks towards neural ODEs},
  journal      = {CoRR},
  volume       = {abs/2309.01213},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2309.01213},
  doi          = {10.48550/ARXIV.2309.01213},
  eprinttype    = {arXiv},
  eprint       = {2309.01213},
  timestamp    = {Tue, 12 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2309-01213.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/BenardBVS22,
  author       = {Cl{\'{e}}ment B{\'{e}}nard and
                  G{\'{e}}rard Biau and
                  S{\'{e}}bastien Da Veiga and
                  Erwan Scornet},
  editor       = {Gustau Camps{-}Valls and
                  Francisco J. R. Ruiz and
                  Isabel Valera},
  title        = {{SHAFF:} Fast and consistent SHApley eFfect estimates via random Forests},
  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        = {5563--5582},
  publisher    = {{PMLR}},
  year         = {2022},
  url          = {https://proceedings.mlr.press/v151/benard22a.html},
  timestamp    = {Sat, 30 Sep 2023 09:34:08 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/BenardBVS22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2201-02824,
  author       = {Arthur St{\'{e}}phanovitch and
                  Ugo Tanielian and
                  Beno{\^{\i}}t Cadre and
                  Nicolas Klutchnikoff and
                  G{\'{e}}rard Biau},
  title        = {Optimal 1-Wasserstein Distance for WGANs},
  journal      = {CoRR},
  volume       = {abs/2201.02824},
  year         = {2022},
  url          = {https://arxiv.org/abs/2201.02824},
  eprinttype    = {arXiv},
  eprint       = {2201.02824},
  timestamp    = {Fri, 21 Jan 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2201-02824.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-06929,
  author       = {Pierre Marion and
                  Adeline Fermanian and
                  G{\'{e}}rard Biau and
                  Jean{-}Philippe Vert},
  title        = {Scaling ResNets in the Large-depth Regime},
  journal      = {CoRR},
  volume       = {abs/2206.06929},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2206.06929},
  doi          = {10.48550/ARXIV.2206.06929},
  eprinttype    = {arXiv},
  eprint       = {2206.06929},
  timestamp    = {Tue, 21 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2206-06929.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/BiauST21,
  author       = {G{\'{e}}rard Biau and
                  Maxime Sangnier and
                  Ugo Tanielian},
  title        = {Some Theoretical Insights into Wasserstein GANs},
  journal      = {J. Mach. Learn. Res.},
  volume       = {22},
  pages        = {119:1--119:45},
  year         = {2021},
  url          = {http://jmlr.org/papers/v22/20-553.html},
  timestamp    = {Mon, 31 Jan 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jmlr/BiauST21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/TanielianB21,
  author       = {Ugo Tanielian and
                  G{\'{e}}rard Biau},
  editor       = {Arindam Banerjee and
                  Kenji Fukumizu},
  title        = {Approximating Lipschitz continuous functions with GroupSort neural
                  networks},
  booktitle    = {The 24th International Conference on Artificial Intelligence and Statistics,
                  {AISTATS} 2021, April 13-15, 2021, Virtual Event},
  series       = {Proceedings of Machine Learning Research},
  volume       = {130},
  pages        = {442--450},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v130/tanielian21a.html},
  timestamp    = {Wed, 14 Apr 2021 16:51:37 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/TanielianB21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/BenardBVS21,
  author       = {Cl{\'{e}}ment B{\'{e}}nard and
                  G{\'{e}}rard Biau and
                  S{\'{e}}bastien Da Veiga and
                  Erwan Scornet},
  editor       = {Arindam Banerjee and
                  Kenji Fukumizu},
  title        = {Interpretable Random Forests via Rule Extraction},
  booktitle    = {The 24th International Conference on Artificial Intelligence and Statistics,
                  {AISTATS} 2021, April 13-15, 2021, Virtual Event},
  series       = {Proceedings of Machine Learning Research},
  volume       = {130},
  pages        = {937--945},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v130/benard21a.html},
  timestamp    = {Wed, 14 Apr 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/BenardBVS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/DuBPP21,
  author       = {Qiming Du and
                  G{\'{e}}rard Biau and
                  Fran{\c{c}}ois Petit and
                  Rapha{\"{e}}l Porcher},
  editor       = {Arindam Banerjee and
                  Kenji Fukumizu},
  title        = {Wasserstein Random Forests and Applications in Heterogeneous Treatment
                  Effects},
  booktitle    = {The 24th International Conference on Artificial Intelligence and Statistics,
                  {AISTATS} 2021, April 13-15, 2021, Virtual Event},
  series       = {Proceedings of Machine Learning Research},
  volume       = {130},
  pages        = {1729--1737},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v130/du21a.html},
  timestamp    = {Wed, 14 Apr 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/DuBPP21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/FermanianMVB21,
  author       = {Adeline Fermanian and
                  Pierre Marion and
                  Jean{-}Philippe Vert and
                  G{\'{e}}rard Biau},
  editor       = {Marc'Aurelio Ranzato and
                  Alina Beygelzimer and
                  Yann N. Dauphin and
                  Percy Liang and
                  Jennifer Wortman Vaughan},
  title        = {Framing {RNN} as a kernel method: {A} neural {ODE} approach},
  booktitle    = {Advances in Neural Information Processing Systems 34: Annual Conference
                  on Neural Information Processing Systems 2021, NeurIPS 2021, December
                  6-14, 2021, virtual},
  pages        = {3121--3134},
  year         = {2021},
  url          = {https://proceedings.neurips.cc/paper/2021/hash/18a9042b3fc5b02fe3d57fea87d6992f-Abstract.html},
  timestamp    = {Tue, 03 May 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/FermanianMVB21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2105-11724,
  author       = {Cl{\'{e}}ment B{\'{e}}nard and
                  G{\'{e}}rard Biau and
                  S{\'{e}}bastien Da Veiga and
                  Erwan Scornet},
  title        = {{SHAFF:} Fast and consistent SHApley eFfect estimates via random Forests},
  journal      = {CoRR},
  volume       = {abs/2105.11724},
  year         = {2021},
  url          = {https://arxiv.org/abs/2105.11724},
  eprinttype    = {arXiv},
  eprint       = {2105.11724},
  timestamp    = {Tue, 01 Jun 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2105-11724.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-01202,
  author       = {Adeline Fermanian and
                  Pierre Marion and
                  Jean{-}Philippe Vert and
                  G{\'{e}}rard Biau},
  title        = {Framing {RNN} as a kernel method: {A} neural {ODE} approach},
  journal      = {CoRR},
  volume       = {abs/2106.01202},
  year         = {2021},
  url          = {https://arxiv.org/abs/2106.01202},
  eprinttype    = {arXiv},
  eprint       = {2106.01202},
  timestamp    = {Fri, 11 Jun 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2106-01202.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2004-14841,
  author       = {Cl{\'{e}}ment B{\'{e}}nard and
                  G{\'{e}}rard Biau and
                  S{\'{e}}bastien Da Veiga and
                  Erwan Scornet},
  title        = {Interpretable Random Forests via Rule Extraction},
  journal      = {CoRR},
  volume       = {abs/2004.14841},
  year         = {2020},
  url          = {https://arxiv.org/abs/2004.14841},
  eprinttype    = {arXiv},
  eprint       = {2004.14841},
  timestamp    = {Sun, 03 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2004-14841.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-02682,
  author       = {G{\'{e}}rard Biau and
                  Maxime Sangnier and
                  Ugo Tanielian},
  title        = {Some Theoretical Insights into Wasserstein GANs},
  journal      = {CoRR},
  volume       = {abs/2006.02682},
  year         = {2020},
  url          = {https://arxiv.org/abs/2006.02682},
  eprinttype    = {arXiv},
  eprint       = {2006.02682},
  timestamp    = {Mon, 08 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2006-02682.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-04709,
  author       = {Qiming Du and
                  G{\'{e}}rard Biau and
                  Fran{\c{c}}ois Petit and
                  Rapha{\"{e}}l Porcher},
  title        = {Wasserstein Random Forests and Applications in Heterogeneous Treatment
                  Effects},
  journal      = {CoRR},
  volume       = {abs/2006.04709},
  year         = {2020},
  url          = {https://arxiv.org/abs/2006.04709},
  eprinttype    = {arXiv},
  eprint       = {2006.04709},
  timestamp    = {Fri, 12 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2006-04709.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-05254,
  author       = {Ugo Tanielian and
                  Maxime Sangnier and
                  G{\'{e}}rard Biau},
  title        = {Approximating Lipschitz continuous functions with GroupSort neural
                  networks},
  journal      = {CoRR},
  volume       = {abs/2006.05254},
  year         = {2020},
  url          = {https://arxiv.org/abs/2006.05254},
  eprinttype    = {arXiv},
  eprint       = {2006.05254},
  timestamp    = {Fri, 12 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2006-05254.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/BiauCR19,
  author       = {G{\'{e}}rard Biau and
                  Beno{\^{\i}}t Cadre and
                  Laurent Rouv{\`{\i}}{\`{e}}re},
  title        = {Accelerated gradient boosting},
  journal      = {Mach. Learn.},
  volume       = {108},
  number       = {6},
  pages        = {971--992},
  year         = {2019},
  url          = {https://doi.org/10.1007/s10994-019-05787-1},
  doi          = {10.1007/S10994-019-05787-1},
  timestamp    = {Mon, 02 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ml/BiauCR19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1908-06852,
  author       = {Cl{\'{e}}ment B{\'{e}}nard and
                  G{\'{e}}rard Biau and
                  S{\'{e}}bastien Da Veiga and
                  Erwan Scornet},
  title        = {{SIRUS:} making random forests interpretable},
  journal      = {CoRR},
  volume       = {abs/1908.06852},
  year         = {2019},
  url          = {http://arxiv.org/abs/1908.06852},
  eprinttype    = {arXiv},
  eprint       = {1908.06852},
  timestamp    = {Mon, 26 Aug 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1908-06852.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1803-02042,
  author       = {G{\'{e}}rard Biau and
                  Beno{\^{\i}}t Cadre and
                  Laurent Rouv{\`{\i}}{\`{e}}re},
  title        = {Accelerated Gradient Boosting},
  journal      = {CoRR},
  volume       = {abs/1803.02042},
  year         = {2018},
  url          = {http://arxiv.org/abs/1803.02042},
  eprinttype    = {arXiv},
  eprint       = {1803.02042},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1803-02042.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1803-07819,
  author       = {G{\'{e}}rard Biau and
                  Beno{\^{\i}}t Cadre and
                  Maxime Sangnier and
                  Ugo Tanielian},
  title        = {Some Theoretical Properties of GANs},
  journal      = {CoRR},
  volume       = {abs/1803.07819},
  year         = {2018},
  url          = {http://arxiv.org/abs/1803.07819},
  eprinttype    = {arXiv},
  eprint       = {1803.07819},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1803-07819.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/BiauC17,
  author       = {G{\'{e}}rard Biau and
                  Beno{\^{\i}}t Cadre},
  title        = {Optimization by gradient boosting},
  journal      = {CoRR},
  volume       = {abs/1707.05023},
  year         = {2017},
  url          = {http://arxiv.org/abs/1707.05023},
  eprinttype    = {arXiv},
  eprint       = {1707.05023},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/BiauC17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/BiauBC16,
  author       = {G{\'{e}}rard Biau and
                  Kevin Bleakley and
                  Beno{\^{\i}}t Cadre},
  title        = {The Statistical Performance of Collaborative Inference},
  journal      = {J. Mach. Learn. Res.},
  volume       = {17},
  pages        = {62:1--62:29},
  year         = {2016},
  url          = {http://jmlr.org/papers/v17/15-346.html},
  timestamp    = {Wed, 10 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/BiauBC16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ma/BiauFGM16,
  author       = {G{\'{e}}rard Biau and
                  Aur{\'{e}}lie Fischer and
                  Benjamin Guedj and
                  James D. Malley},
  title        = {{COBRA:} {A} combined regression strategy},
  journal      = {J. Multivar. Anal.},
  volume       = {146},
  pages        = {18--28},
  year         = {2016},
  url          = {https://doi.org/10.1016/j.jmva.2015.04.007},
  doi          = {10.1016/J.JMVA.2015.04.007},
  timestamp    = {Wed, 17 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ma/BiauFGM16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/BiauSW16,
  author       = {G{\'{e}}rard Biau and
                  Erwan Scornet and
                  Johannes Welbl},
  title        = {Neural Random Forests},
  journal      = {CoRR},
  volume       = {abs/1604.07143},
  year         = {2016},
  url          = {http://arxiv.org/abs/1604.07143},
  eprinttype    = {arXiv},
  eprint       = {1604.07143},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/BiauSW16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/alt/BiauD14,
  author       = {G{\'{e}}rard Biau and
                  Luc Devroye},
  editor       = {Peter Auer and
                  Alexander Clark and
                  Thomas Zeugmann and
                  Sandra Zilles},
  title        = {Cellular Tree Classifiers},
  booktitle    = {Algorithmic Learning Theory - 25th International Conference, {ALT}
                  2014, Bled, Slovenia, October 8-10, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8776},
  pages        = {8--17},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11662-4\_2},
  doi          = {10.1007/978-3-319-11662-4\_2},
  timestamp    = {Sun, 25 Oct 2020 22:46:29 +0100},
  biburl       = {https://dblp.org/rec/conf/alt/BiauD14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/AlquierB13,
  author       = {Pierre Alquier and
                  G{\'{e}}rard Biau},
  title        = {Sparse single-index model},
  journal      = {J. Mach. Learn. Res.},
  volume       = {14},
  number       = {1},
  pages        = {243--280},
  year         = {2013},
  url          = {https://dl.acm.org/doi/10.5555/2567709.2502589},
  doi          = {10.5555/2567709.2502589},
  timestamp    = {Thu, 02 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/AlquierB13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1301-4679,
  author       = {G{\'{e}}rard Biau and
                  Luc Devroye},
  title        = {Cellular Tree Classifiers},
  journal      = {CoRR},
  volume       = {abs/1301.4679},
  year         = {2013},
  url          = {http://arxiv.org/abs/1301.4679},
  eprinttype    = {arXiv},
  eprint       = {1301.4679},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1301-4679.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/Biau12,
  author       = {G{\'{e}}rard Biau},
  title        = {Analysis of a Random Forests Model},
  journal      = {J. Mach. Learn. Res.},
  volume       = {13},
  pages        = {1063--1095},
  year         = {2012},
  url          = {https://dl.acm.org/doi/10.5555/2503308.2343682},
  doi          = {10.5555/2503308.2343682},
  timestamp    = {Thu, 02 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/Biau12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ma/BiauDDK12,
  author       = {G{\'{e}}rard Biau and
                  Luc Devroye and
                  Vida Dujmovic and
                  Adam Krzyzak},
  title        = {An affine invariant k-nearest neighbor regression estimate},
  journal      = {J. Multivar. Anal.},
  volume       = {112},
  pages        = {24--34},
  year         = {2012},
  url          = {https://doi.org/10.1016/j.jmva.2012.05.020},
  doi          = {10.1016/J.JMVA.2012.05.020},
  timestamp    = {Wed, 17 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ma/BiauDDK12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tit/BiauF12,
  author       = {G{\'{e}}rard Biau and
                  Aur{\'{e}}lie Fischer},
  title        = {Parameter Selection for Principal Curves},
  journal      = {{IEEE} Trans. Inf. Theory},
  volume       = {58},
  number       = {3},
  pages        = {1924--1939},
  year         = {2012},
  url          = {https://doi.org/10.1109/TIT.2011.2173157},
  doi          = {10.1109/TIT.2011.2173157},
  timestamp    = {Tue, 10 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/tit/BiauF12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/isit/BiauKDD12,
  author       = {G{\'{e}}rard Biau and
                  Adam Krzyzak and
                  Luc Devroye and
                  Vida Dujmovic},
  title        = {An affine invariant k-nearest neighbor regression estimate},
  booktitle    = {Proceedings of the 2012 {IEEE} International Symposium on Information
                  Theory, {ISIT} 2012, Cambridge, MA, USA, July 1-6, 2012},
  pages        = {1445--1447},
  publisher    = {{IEEE}},
  year         = {2012},
  url          = {https://doi.org/10.1109/ISIT.2012.6283498},
  doi          = {10.1109/ISIT.2012.6283498},
  timestamp    = {Wed, 16 Oct 2019 14:14:48 +0200},
  biburl       = {https://dblp.org/rec/conf/isit/BiauKDD12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tit/BiauP11,
  author       = {G{\'{e}}rard Biau and
                  Beno{\^{\i}}t Patra},
  title        = {Sequential Quantile Prediction of Time Series},
  journal      = {{IEEE} Trans. Inf. Theory},
  volume       = {57},
  number       = {3},
  pages        = {1664--1674},
  year         = {2011},
  url          = {https://doi.org/10.1109/TIT.2011.2104610},
  doi          = {10.1109/TIT.2011.2104610},
  timestamp    = {Tue, 10 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/tit/BiauP11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/BiauCG10,
  author       = {G{\'{e}}rard Biau and
                  Fr{\'{e}}d{\'{e}}ric C{\'{e}}rou and
                  Arnaud Guyader},
  title        = {On the Rate of Convergence of the Bagged Nearest Neighbor Estimate},
  journal      = {J. Mach. Learn. Res.},
  volume       = {11},
  pages        = {687--712},
  year         = {2010},
  url          = {https://dl.acm.org/doi/10.5555/1756006.1756028},
  doi          = {10.5555/1756006.1756028},
  timestamp    = {Thu, 02 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/BiauCG10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ma/BiauD10,
  author       = {G{\'{e}}rard Biau and
                  Luc Devroye},
  title        = {On the layered nearest neighbour estimate, the bagged nearest neighbour
                  estimate and the random forest method in regression and classification},
  journal      = {J. Multivar. Anal.},
  volume       = {101},
  number       = {10},
  pages        = {2499--2518},
  year         = {2010},
  url          = {https://doi.org/10.1016/j.jmva.2010.06.019},
  doi          = {10.1016/J.JMVA.2010.06.019},
  timestamp    = {Wed, 17 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ma/BiauD10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tit/BiauCG10,
  author       = {G{\'{e}}rard Biau and
                  Fr{\'{e}}d{\'{e}}ric C{\'{e}}rou and
                  Arnaud Guyader},
  title        = {Rates of convergence of the functional k-nearest neighbor estimate},
  journal      = {{IEEE} Trans. Inf. Theory},
  volume       = {56},
  number       = {4},
  pages        = {2034--2040},
  year         = {2010},
  url          = {https://doi.org/10.1109/TIT.2010.2040857},
  doi          = {10.1109/TIT.2010.2040857},
  timestamp    = {Tue, 10 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/tit/BiauCG10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bmcbi/BleakleyLB08,
  author       = {Kevin Bleakley and
                  Marie{-}Paule Lefranc and
                  G{\'{e}}rard Biau},
  title        = {Recovering probabilities for nucleotide trimming processes for {T}
                  cell receptor {TRA} and {TRG} {V-J} junctions analyzed with {IMGT}
                  tools},
  journal      = {{BMC} Bioinform.},
  volume       = {9},
  year         = {2008},
  url          = {https://doi.org/10.1186/1471-2105-9-408},
  doi          = {10.1186/1471-2105-9-408},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/bmcbi/BleakleyLB08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/BiauDL08,
  author       = {G{\'{e}}rard Biau and
                  Luc Devroye and
                  G{\'{a}}bor Lugosi},
  title        = {Consistency of Random Forests and Other Averaging Classifiers},
  journal      = {J. Mach. Learn. Res.},
  volume       = {9},
  pages        = {2015--2033},
  year         = {2008},
  url          = {https://dl.acm.org/doi/10.5555/1390681.1442799},
  doi          = {10.5555/1390681.1442799},
  timestamp    = {Thu, 02 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/BiauDL08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tit/BiauDL08,
  author       = {G{\'{e}}rard Biau and
                  Luc Devroye and
                  G{\'{a}}bor Lugosi},
  title        = {On the Performance of Clustering in Hilbert Spaces},
  journal      = {{IEEE} Trans. Inf. Theory},
  volume       = {54},
  number       = {2},
  pages        = {781--790},
  year         = {2008},
  url          = {https://doi.org/10.1109/TIT.2007.913516},
  doi          = {10.1109/TIT.2007.913516},
  timestamp    = {Tue, 10 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/tit/BiauDL08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ismb/BleakleyBV07,
  author       = {Kevin Bleakley and
                  G{\'{e}}rard Biau and
                  Jean{-}Philippe Vert},
  title        = {Supervised reconstruction of biological networks with local models},
  booktitle    = {Proceedings 15th International Conference on Intelligent Systems for
                  Molecular Biology {(ISMB)} {\&} 6th European Conference on Computational
                  Biology (ECCB), Vienna, Austria, July 21-25, 2007},
  pages        = {57--65},
  year         = {2007},
  url          = {https://doi.org/10.1093/bioinformatics/btm204},
  doi          = {10.1093/BIOINFORMATICS/BTM204},
  timestamp    = {Sat, 07 Sep 2019 11:59:25 +0200},
  biburl       = {https://dblp.org/rec/conf/ismb/BleakleyBV07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/isb/BleakleyGWLB06,
  author       = {Kevin Bleakley and
                  V{\'{e}}ronique Giudicelli and
                  Yan Wu and
                  Marie{-}Paule Lefranc and
                  G{\'{e}}rard Biau},
  title        = {{IMGT} Standardization for Statistical Analyses of {T} Cell Receptor
                  Junctions: The {TRAV-TRAJ} Example},
  journal      = {Silico Biol.},
  volume       = {6},
  number       = {6},
  pages        = {573--588},
  year         = {2006},
  url          = {http://content.iospress.com/articles/in-silico-biology/isb00266},
  timestamp    = {Thu, 20 Aug 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/isb/BleakleyGWLB06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tit/BiauBW05,
  author       = {G{\'{e}}rard Biau and
                  Florentina Bunea and
                  Marten H. Wegkamp},
  title        = {Functional classification in Hilbert spaces},
  journal      = {{IEEE} Trans. Inf. Theory},
  volume       = {51},
  number       = {6},
  pages        = {2163--2172},
  year         = {2005},
  url          = {https://doi.org/10.1109/TIT.2005.847705},
  doi          = {10.1109/TIT.2005.847705},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/tit/BiauBW05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tit/BiauG05,
  author       = {G{\'{e}}rard Biau and
                  L{\'{a}}szl{\'{o}} Gy{\"{o}}rfi},
  title        = {On the asymptotic properties of a nonparametric L\({}_{\mbox{1}}\)-test
                  statistic of homogeneity},
  journal      = {{IEEE} Trans. Inf. Theory},
  volume       = {51},
  number       = {11},
  pages        = {3965--3973},
  year         = {2005},
  url          = {https://doi.org/10.1109/TIT.2005.856979},
  doi          = {10.1109/TIT.2005.856979},
  timestamp    = {Wed, 28 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tit/BiauG05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tit/BiauD04,
  author       = {G{\'{e}}rard Biau and
                  Luc Devroye},
  title        = {A note on density model size testing},
  journal      = {{IEEE} Trans. Inf. Theory},
  volume       = {50},
  number       = {3},
  pages        = {576--581},
  year         = {2004},
  url          = {https://doi.org/10.1109/TIT.2004.825250},
  doi          = {10.1109/TIT.2004.825250},
  timestamp    = {Tue, 10 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/tit/BiauD04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
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