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BibTeX records: Jonas Peters
@article{DBLP:journals/pami/SaengkyongamTPP23, author = {Sorawit Saengkyongam and Nikolaj Thams and Jonas Peters and Niklas Pfister}, title = {Invariant Policy Learning: {A} Causal Perspective}, journal = {{IEEE} Trans. Pattern Anal. Mach. Intell.}, volume = {45}, number = {7}, pages = {8606--8620}, year = {2023}, url = {https://doi.org/10.1109/TPAMI.2022.3232363}, doi = {10.1109/TPAMI.2022.3232363}, timestamp = {Thu, 13 Jul 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/pami/SaengkyongamTPP23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2306-00636, author = {Frederik Hytting J{\o}rgensen and Sebastian Weichwald and Jonas Peters}, title = {Unfair Utilities and First Steps Towards Improving Them}, journal = {CoRR}, volume = {abs/2306.00636}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2306.00636}, doi = {10.48550/ARXIV.2306.00636}, eprinttype = {arXiv}, eprint = {2306.00636}, timestamp = {Wed, 14 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2306-00636.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2306-10983, author = {Sorawit Saengkyongam and Niklas Pfister and Predrag V. Klasnja and Susan A. Murphy and Jonas Peters}, title = {Effect-Invariant Mechanisms for Policy Generalization}, journal = {CoRR}, volume = {abs/2306.10983}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2306.10983}, doi = {10.48550/ARXIV.2306.10983}, eprinttype = {arXiv}, eprint = {2306.10983}, timestamp = {Wed, 27 Dec 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2306-10983.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2310-04295, author = {Sorawit Saengkyongam and Elan Rosenfeld and Pradeep Ravikumar and Niklas Pfister and Jonas Peters}, title = {Identifying Representations for Intervention Extrapolation}, journal = {CoRR}, volume = {abs/2310.04295}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2310.04295}, doi = {10.48550/ARXIV.2310.04295}, eprinttype = {arXiv}, eprint = {2310.04295}, timestamp = {Fri, 20 Oct 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2310-04295.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2310-05805, author = {Nicola Gnecco and Jonas Peters and Sebastian Engelke and Niklas Pfister}, title = {Boosted Control Functions}, journal = {CoRR}, volume = {abs/2310.05805}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2310.05805}, doi = {10.48550/ARXIV.2310.05805}, eprinttype = {arXiv}, eprint = {2310.05805}, timestamp = {Thu, 26 Oct 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2310-05805.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/jmlr/JakobsenSBP22, author = {Martin Emil Jakobsen and Rajen Dinesh Shah and Peter B{\"{u}}hlmann and Jonas Peters}, title = {Structure Learning for Directed Trees}, journal = {J. Mach. Learn. Res.}, volume = {23}, pages = {159:1--159:97}, year = {2022}, url = {http://jmlr.org/papers/v23/21-1159.html}, timestamp = {Wed, 07 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/jmlr/JakobsenSBP22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/pami/ChristiansenPJG22, author = {Rune Christiansen and Niklas Pfister and Martin Emil Jakobsen and Nicola Gnecco and Jonas Peters}, title = {A Causal Framework for Distribution Generalization}, journal = {{IEEE} Trans. Pattern Anal. Mach. Intell.}, volume = {44}, number = {10}, pages = {6614--6630}, year = {2022}, url = {https://doi.org/10.1109/TPAMI.2021.3094760}, doi = {10.1109/TPAMI.2021.3094760}, timestamp = {Thu, 22 Sep 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/pami/ChristiansenPJG22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icml/MogensenTP22, author = {Phillip B. Mogensen and Nikolaj Thams and Jonas Peters}, editor = {Kamalika Chaudhuri and Stefanie Jegelka and Le Song and Csaba Szepesv{\'{a}}ri and Gang Niu and Sivan Sabato}, title = {Invariant Ancestry Search}, booktitle = {International Conference on Machine Learning, {ICML} 2022, 17-23 July 2022, Baltimore, Maryland, {USA}}, series = {Proceedings of Machine Learning Research}, volume = {162}, pages = {15832--15857}, publisher = {{PMLR}}, year = {2022}, url = {https://proceedings.mlr.press/v162/mogensen22a.html}, timestamp = {Mon, 26 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/icml/MogensenTP22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icml/SaengkyongamHPP22, author = {Sorawit Saengkyongam and Leonard Henckel and Niklas Pfister and Jonas Peters}, editor = {Kamalika Chaudhuri and Stefanie Jegelka and Le Song and Csaba Szepesv{\'{a}}ri and Gang Niu and Sivan Sabato}, title = {Exploiting Independent Instruments: Identification and Distribution Generalization}, booktitle = {International Conference on Machine Learning, {ICML} 2022, 17-23 July 2022, Baltimore, Maryland, {USA}}, series = {Proceedings of Machine Learning Research}, volume = {162}, pages = {18935--18958}, publisher = {{PMLR}}, year = {2022}, url = {https://proceedings.mlr.press/v162/saengkyongam22a.html}, timestamp = {Mon, 26 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/icml/SaengkyongamHPP22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/uai/PfisterP22, author = {Niklas Pfister and Jonas Peters}, editor = {James Cussens and Kun Zhang}, title = {Identifiability of sparse causal effects using instrumental variables}, booktitle = {Uncertainty in Artificial Intelligence, Proceedings of the Thirty-Eighth Conference on Uncertainty in Artificial Intelligence, {UAI} 2022, 1-5 August 2022, Eindhoven, The Netherlands}, series = {Proceedings of Machine Learning Research}, volume = {180}, pages = {1613--1622}, publisher = {{PMLR}}, year = {2022}, url = {https://proceedings.mlr.press/v180/pfister22a.html}, timestamp = {Mon, 26 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/uai/PfisterP22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@incollection{DBLP:books/acm/22/PetersBP22, author = {Jonas Peters and Stefan Bauer and Niklas Pfister}, editor = {Hector Geffner and Rina Dechter and Joseph Y. Halpern}, title = {Causal Models for Dynamical Systems}, booktitle = {Probabilistic and Causal Inference: The Works of Judea Pearl}, series = {{ACM} Books}, volume = {36}, pages = {671--690}, publisher = {{ACM}}, year = {2022}, url = {https://doi.org/10.1145/3501714.3501752}, doi = {10.1145/3501714.3501752}, timestamp = {Thu, 21 Sep 2023 16:25:10 +0200}, biburl = {https://dblp.org/rec/books/acm/22/PetersBP22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2202-00913, author = {Phillip B. Mogensen and Nikolaj Thams and Jonas Peters}, title = {Invariant Ancestry Search}, journal = {CoRR}, volume = {abs/2202.00913}, year = {2022}, url = {https://arxiv.org/abs/2202.00913}, eprinttype = {arXiv}, eprint = {2202.00913}, timestamp = {Thu, 10 Feb 2022 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2202-00913.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2202-01864, author = {Sorawit Saengkyongam and Leonard Henckel and Niklas Pfister and Jonas Peters}, title = {Exploiting Independent Instruments: Identification and Distribution Generalization}, journal = {CoRR}, volume = {abs/2202.01864}, year = {2022}, url = {https://arxiv.org/abs/2202.01864}, eprinttype = {arXiv}, eprint = {2202.01864}, timestamp = {Thu, 10 Feb 2022 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2202-01864.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2202-06052, author = {Sebastian Weichwald and S{\o}ren Wengel Mogensen and Tabitha Edith Lee and Dominik Baumann and Oliver Kroemer and Isabelle Guyon and Sebastian Trimpe and Jonas Peters and Niklas Pfister}, title = {Learning by Doing: Controlling a Dynamical System using Causality, Control, and Reinforcement Learning}, journal = {CoRR}, volume = {abs/2202.06052}, year = {2022}, url = {https://arxiv.org/abs/2202.06052}, eprinttype = {arXiv}, eprint = {2202.06052}, timestamp = {Fri, 18 Feb 2022 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2202-06052.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/jocn/WeichwaldP21, author = {Sebastian Weichwald and Jonas Peters}, title = {Causality in Cognitive Neuroscience: Concepts, Challenges, and Distributional Robustness}, journal = {J. Cogn. Neurosci.}, volume = {33}, number = {2}, pages = {226--247}, year = {2021}, url = {https://doi.org/10.1162/jocn\_a\_01623}, doi = {10.1162/JOCN\_A\_01623}, timestamp = {Sat, 09 Apr 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/jocn/WeichwaldP21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icml/OberstTPS21, author = {Michael Oberst and Nikolaj Thams and Jonas Peters and David A. Sontag}, editor = {Marina Meila and Tong Zhang}, title = {Regularizing towards Causal Invariance: Linear Models with Proxies}, booktitle = {Proceedings of the 38th International Conference on Machine Learning, {ICML} 2021, 18-24 July 2021, Virtual Event}, series = {Proceedings of Machine Learning Research}, volume = {139}, pages = {8260--8270}, publisher = {{PMLR}}, year = {2021}, url = {http://proceedings.mlr.press/v139/oberst21a.html}, timestamp = {Wed, 25 Aug 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/icml/OberstTPS21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/nips/WeichwaldMLBKGT21, author = {Sebastian Weichwald and S{\o}ren Wengel Mogensen and Tabitha Edith Lee and Dominik Baumann and Oliver Kroemer and Isabelle Guyon and Sebastian Trimpe and Jonas Peters and Niklas Pfister}, editor = {Douwe Kiela and Marco Ciccone and Barbara Caputo}, title = {Learning by Doing: Controlling a Dynamical System using Causality, Control, and Reinforcement Learning}, booktitle = {NeurIPS 2021 Competitions and Demonstrations Track, 6-14 December 2021, Online}, series = {Proceedings of Machine Learning Research}, volume = {176}, pages = {246--258}, publisher = {{PMLR}}, year = {2021}, url = {https://proceedings.mlr.press/v176/weichwald22a.html}, timestamp = {Thu, 11 Aug 2022 12:07:10 +0200}, biburl = {https://dblp.org/rec/conf/nips/WeichwaldMLBKGT21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2103-02477, author = {Michael Oberst and Nikolaj Thams and Jonas Peters and David A. Sontag}, title = {Regularizing towards Causal Invariance: Linear Models with Proxies}, journal = {CoRR}, volume = {abs/2103.02477}, year = {2021}, url = {https://arxiv.org/abs/2103.02477}, eprinttype = {arXiv}, eprint = {2103.02477}, timestamp = {Thu, 04 Mar 2021 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2103-02477.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2106-00808, author = {Sorawit Saengkyongam and Nikolaj Thams and Jonas Peters and Niklas Pfister}, title = {Invariant Policy Learning: {A} Causal Perspective}, journal = {CoRR}, volume = {abs/2106.00808}, year = {2021}, url = {https://arxiv.org/abs/2106.00808}, eprinttype = {arXiv}, eprint = {2106.00808}, timestamp = {Wed, 09 Jun 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2106-00808.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2108-08871, author = {Martin Emil Jakobsen and Rajen Dinesh Shah and Peter B{\"{u}}hlmann and Jonas Peters}, title = {Structure Learning for Directed Trees}, journal = {CoRR}, volume = {abs/2108.08871}, year = {2021}, url = {https://arxiv.org/abs/2108.08871}, eprinttype = {arXiv}, eprint = {2108.08871}, timestamp = {Sat, 25 Jun 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2108-08871.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/jmlr/ChristiansenP20, author = {Rune Christiansen and Jonas Peters}, title = {Switching Regression Models and Causal Inference in the Presence of Discrete Latent Variables}, journal = {J. Mach. Learn. Res.}, volume = {21}, pages = {41:1--41:46}, year = {2020}, url = {http://jmlr.org/papers/v21/19-407.html}, timestamp = {Thu, 18 Jun 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/jmlr/ChristiansenP20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2005-03353, author = {Martin Emil Jakobsen and Jonas Peters}, title = {Distributional Robustness of K-class Estimators and the {PULSE}}, journal = {CoRR}, volume = {abs/2005.03353}, year = {2020}, url = {https://arxiv.org/abs/2005.03353}, eprinttype = {arXiv}, eprint = {2005.03353}, timestamp = {Sun, 10 May 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2005-03353.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/jmlr/Rojas-CarullaST18, author = {Mateo Rojas{-}Carulla and Bernhard Sch{\"{o}}lkopf and Richard E. Turner and Jonas Peters}, title = {Invariant Models for Causal Transfer Learning}, journal = {J. Mach. Learn. Res.}, volume = {19}, pages = {36:1--36:34}, year = {2018}, url = {http://jmlr.org/papers/v19/16-432.html}, timestamp = {Wed, 10 Jul 2019 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/jmlr/Rojas-CarullaST18.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1810-11776, author = {Niklas Pfister and Stefan Bauer and Jonas Peters}, title = {Identifying Causal Structure in Large-Scale Kinetic Systems}, journal = {CoRR}, volume = {abs/1810.11776}, year = {2018}, url = {http://arxiv.org/abs/1810.11776}, eprinttype = {arXiv}, eprint = {1810.11776}, timestamp = {Thu, 01 Nov 2018 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-1810-11776.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/jmlr/MooijPJZS16, author = {Joris M. Mooij and Jonas Peters and Dominik Janzing and Jakob Zscheischler and Bernhard Sch{\"{o}}lkopf}, title = {Distinguishing Cause from Effect Using Observational Data: Methods and Benchmarks}, journal = {J. Mach. Learn. Res.}, volume = {17}, pages = {32:1--32:102}, year = {2016}, url = {http://jmlr.org/papers/v17/14-518.html}, timestamp = {Wed, 10 Jul 2019 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/jmlr/MooijPJZS16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/pnas/ScholkopfHWFJSP16, author = {Bernhard Sch{\"{o}}lkopf and David W. Hogg and Dun Wang and Daniel Foreman{-}Mackey and Dominik Janzing and Carl{-}Johann Simon{-}Gabriel and Jonas Peters}, title = {Modeling confounding by half-sibling regression}, journal = {Proc. Natl. Acad. Sci. {USA}}, volume = {113}, number = {27}, pages = {7391--7398}, year = {2016}, url = {https://doi.org/10.1073/pnas.1511656113}, doi = {10.1073/PNAS.1511656113}, timestamp = {Mon, 26 Oct 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/pnas/ScholkopfHWFJSP16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icml/BauerSP16, author = {Stefan Bauer and Bernhard Sch{\"{o}}lkopf and Jonas Peters}, editor = {Maria{-}Florina Balcan and Kilian Q. Weinberger}, title = {The Arrow of Time in Multivariate Time Series}, booktitle = {Proceedings of the 33nd International Conference on Machine Learning, {ICML} 2016, New York City, NY, USA, June 19-24, 2016}, series = {{JMLR} Workshop and Conference Proceedings}, volume = {48}, pages = {2043--2051}, publisher = {JMLR.org}, year = {2016}, url = {http://proceedings.mlr.press/v48/bauer16.html}, timestamp = {Wed, 29 May 2019 08:41:46 +0200}, biburl = {https://dblp.org/rec/conf/icml/BauerSP16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/BongersPSM16, author = {Stephan Bongers and Jonas Peters and Bernhard Sch{\"{o}}lkopf and Joris M. Mooij}, title = {Structural Causal Models: Cycles, Marginalizations, Exogenous Reparametrizations and Reductions}, journal = {CoRR}, volume = {abs/1611.06221}, year = {2016}, url = {http://arxiv.org/abs/1611.06221}, eprinttype = {arXiv}, eprint = {1611.06221}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/BongersPSM16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/neco/PetersB15, author = {Jonas Peters and Peter B{\"{u}}hlmann}, title = {Structural Intervention Distance for Evaluating Causal Graphs}, journal = {Neural Comput.}, volume = {27}, number = {3}, pages = {771--799}, year = {2015}, url = {https://doi.org/10.1162/NECO\_a\_00708}, doi = {10.1162/NECO\_A\_00708}, timestamp = {Mon, 26 Oct 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/neco/PetersB15.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/sac/ScholkopfMFHP15, author = {Bernhard Sch{\"{o}}lkopf and Krikamol Muandet and Kenji Fukumizu and Stefan Harmeling and Jonas Peters}, title = {Computing functions of random variables via reproducing kernel Hilbert space representations}, journal = {Stat. Comput.}, volume = {25}, number = {4}, pages = {755--766}, year = {2015}, url = {https://doi.org/10.1007/s11222-015-9558-5}, doi = {10.1007/S11222-015-9558-5}, timestamp = {Thu, 23 Jun 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/sac/ScholkopfMFHP15.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icml/ScholkopfHWFJSP15, author = {Bernhard Sch{\"{o}}lkopf and David W. Hogg and Dun Wang and Daniel Foreman{-}Mackey and Dominik Janzing and Carl{-}Johann Simon{-}Gabriel and Jonas Peters}, editor = {Francis R. Bach and David M. Blei}, title = {Removing systematic errors for exoplanet search via latent causes}, 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 = {2218--2226}, publisher = {JMLR.org}, year = {2015}, url = {http://proceedings.mlr.press/v37/scholkopf15.html}, timestamp = {Wed, 29 May 2019 08:41:45 +0200}, biburl = {https://dblp.org/rec/conf/icml/ScholkopfHWFJSP15.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/nips/RothenhauslerHP15, author = {Dominik Rothenh{\"{a}}usler and Christina Heinze and Jonas Peters and Nicolai Meinshausen}, editor = {Corinna Cortes and Neil D. Lawrence and Daniel D. Lee and Masashi Sugiyama and Roman Garnett}, title = {{BACKSHIFT:} Learning causal cyclic graphs from unknown shift interventions}, booktitle = {Advances in Neural Information Processing Systems 28: Annual Conference on Neural Information Processing Systems 2015, December 7-12, 2015, Montreal, Quebec, Canada}, pages = {1513--1521}, year = {2015}, url = {https://proceedings.neurips.cc/paper/2015/hash/92262bf907af914b95a0fc33c3f33bf6-Abstract.html}, timestamp = {Mon, 16 May 2022 15:41:51 +0200}, biburl = {https://dblp.org/rec/conf/nips/RothenhauslerHP15.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@proceedings{DBLP:conf/uai/2015aci, editor = {Ricardo Silva and Ilya Shpitser and Robin J. Evans and Jonas Peters and Tom Claassen}, title = {Proceedings of the {UAI} 2015 Workshop on Advances in Causal Inference co-located with the 31st Conference on Uncertainty in Artificial Intelligence {(UAI} 2015), Amsterdam, The Netherlands, July 16, 2015}, series = {{CEUR} Workshop Proceedings}, volume = {1504}, publisher = {CEUR-WS.org}, year = {2015}, url = {https://ceur-ws.org/Vol-1504}, urn = {urn:nbn:de:0074-1504-0}, timestamp = {Fri, 18 Aug 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/uai/2015aci.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/ScholkopfMFP15, author = {Bernhard Sch{\"{o}}lkopf and Krikamol Muandet and Kenji Fukumizu and Jonas Peters}, title = {Computing Functions of Random Variables via Reproducing Kernel Hilbert Space Representations}, journal = {CoRR}, volume = {abs/1501.06794}, year = {2015}, url = {http://arxiv.org/abs/1501.06794}, eprinttype = {arXiv}, eprint = {1501.06794}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/ScholkopfMFP15.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/ScholkopfHWFJSP15, author = {Bernhard Sch{\"{o}}lkopf and David W. Hogg and Dun Wang and Daniel Foreman{-}Mackey and Dominik Janzing and Carl{-}Johann Simon{-}Gabriel and Jonas Peters}, title = {Removing systematic errors for exoplanet search via latent causes}, journal = {CoRR}, volume = {abs/1505.03036}, year = {2015}, url = {http://arxiv.org/abs/1505.03036}, eprinttype = {arXiv}, eprint = {1505.03036}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/ScholkopfHWFJSP15.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/jmlr/PetersMJS14, author = {Jonas Peters and Joris M. Mooij and Dominik Janzing and Bernhard Sch{\"{o}}lkopf}, title = {Causal discovery with continuous additive noise models}, journal = {J. Mach. Learn. Res.}, volume = {15}, number = {1}, pages = {2009--2053}, year = {2014}, url = {https://dl.acm.org/doi/10.5555/2627435.2670315}, doi = {10.5555/2627435.2670315}, timestamp = {Thu, 02 Jun 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/jmlr/PetersMJS14.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@proceedings{DBLP:conf/uai/2014ci, editor = {Joris M. Mooij and Dominik Janzing and Jonas Peters and Tom Claassen and Antti Hyttinen}, title = {Proceedings of the {UAI} 2014 Workshop Causal Inference: Learning and Prediction co-located with 30th Conference on Uncertainty in Artificial Intelligence {(UAI} 2014), Quebec City, Canada, July 27, 2014}, series = {{CEUR} Workshop Proceedings}, volume = {1274}, publisher = {CEUR-WS.org}, year = {2014}, url = {https://ceur-ws.org/Vol-1274}, urn = {urn:nbn:de:0074-1274-4}, timestamp = {Fri, 10 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/uai/2014ci.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/MooijPJZS14, author = {Joris M. Mooij and Jonas Peters and Dominik Janzing and Jakob Zscheischler and Bernhard Sch{\"{o}}lkopf}, title = {Distinguishing cause from effect using observational data: methods and benchmarks}, journal = {CoRR}, volume = {abs/1412.3773}, year = {2014}, url = {http://arxiv.org/abs/1412.3773}, eprinttype = {arXiv}, eprint = {1412.3773}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/MooijPJZS14.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/jmlr/BottouPCCCPRSS13, author = {L{\'{e}}on Bottou and Jonas Peters and Joaquin Qui{\~{n}}onero Candela and Denis Xavier Charles and Max Chickering and Elon Portugaly and Dipankar Ray and Patrice Y. Simard and Ed Snelson}, title = {Counterfactual reasoning and learning systems: the example of computational advertising}, journal = {J. Mach. Learn. Res.}, volume = {14}, number = {1}, pages = {3207--3260}, year = {2013}, url = {https://dl.acm.org/doi/10.5555/2567709.2567766}, doi = {10.5555/2567709.2567766}, timestamp = {Thu, 02 Jun 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/jmlr/BottouPCCCPRSS13.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/birthday/ScholkopfJPS0M13, author = {Bernhard Sch{\"{o}}lkopf and Dominik Janzing and Jonas Peters and Eleni Sgouritsa and Kun Zhang and Joris M. Mooij}, editor = {Bernhard Sch{\"{o}}lkopf and Zhiyuan Luo and Vladimir Vovk}, title = {Semi-supervised Learning in Causal and Anticausal Settings}, booktitle = {Empirical Inference - Festschrift in Honor of Vladimir N. Vapnik}, pages = {129--141}, publisher = {Springer}, year = {2013}, url = {https://doi.org/10.1007/978-3-642-41136-6\_13}, doi = {10.1007/978-3-642-41136-6\_13}, timestamp = {Mon, 04 Apr 2022 16:00:14 +0200}, biburl = {https://dblp.org/rec/conf/birthday/ScholkopfJPS0M13.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/nips/PetersJS13, author = {Jonas Peters and Dominik Janzing and Bernhard Sch{\"{o}}lkopf}, editor = {Christopher J. C. Burges and L{\'{e}}on Bottou and Zoubin Ghahramani and Kilian Q. Weinberger}, title = {Causal Inference on Time Series using Restricted Structural Equation Models}, booktitle = {Advances in Neural Information Processing Systems 26: 27th Annual Conference on Neural Information Processing Systems 2013. Proceedings of a meeting held December 5-8, 2013, Lake Tahoe, Nevada, United States}, pages = {154--162}, year = {2013}, url = {https://proceedings.neurips.cc/paper/2013/hash/47d1e990583c9c67424d369f3414728e-Abstract.html}, timestamp = {Mon, 16 May 2022 15:41:51 +0200}, biburl = {https://dblp.org/rec/conf/nips/PetersJS13.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/uai/SgouritsaJPS13, author = {Eleni Sgouritsa and Dominik Janzing and Jonas Peters and Bernhard Sch{\"{o}}lkopf}, editor = {Ann E. Nicholson and Padhraic Smyth}, title = {Identifying Finite Mixtures of Nonparametric Product Distributions and Causal Inference of Confounders}, booktitle = {Proceedings of the Twenty-Ninth Conference on Uncertainty in Artificial Intelligence, {UAI} 2013, Bellevue, WA, USA, August 11-15, 2013}, publisher = {{AUAI} Press}, year = {2013}, url = {https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1\&\#38;smnu=2\&\#38;article\_id=2417\&\#38;proceeding\_id=29}, timestamp = {Fri, 16 Jul 2021 16:15:58 +0200}, biburl = {https://dblp.org/rec/conf/uai/SgouritsaJPS13.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/SgouritsaJPS13, author = {Eleni Sgouritsa and Dominik Janzing and Jonas Peters and Bernhard Sch{\"{o}}lkopf}, title = {Identifying Finite Mixtures of Nonparametric Product Distributions and Causal Inference of Confounders}, journal = {CoRR}, volume = {abs/1309.6860}, year = {2013}, url = {http://arxiv.org/abs/1309.6860}, eprinttype = {arXiv}, eprint = {1309.6860}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/SgouritsaJPS13.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/BuhlmannPE13, author = {Peter B{\"{u}}hlmann and Jonas Peters and Jan Ernest}, title = {{CAM:} Causal Additive Models, high-dimensional order search and penalized regression}, journal = {CoRR}, volume = {abs/1310.1533}, year = {2013}, url = {http://arxiv.org/abs/1310.1533}, eprinttype = {arXiv}, eprint = {1310.1533}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/BuhlmannPE13.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icml/ScholkopfJPSZM12, author = {Bernhard Sch{\"{o}}lkopf and Dominik Janzing and Jonas Peters and Eleni Sgouritsa and Kun Zhang and Joris M. Mooij}, title = {On causal and anticausal learning}, 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/625.pdf}, timestamp = {Wed, 03 Apr 2019 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/icml/ScholkopfJPSZM12.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1202-3737, author = {Dominik Janzing and Eleni Sgouritsa and Oliver Stegle and Jonas Peters and Bernhard Sch{\"{o}}lkopf}, title = {Detecting low-complexity unobserved causes}, journal = {CoRR}, volume = {abs/1202.3737}, year = {2012}, url = {http://arxiv.org/abs/1202.3737}, eprinttype = {arXiv}, eprint = {1202.3737}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1202-3737.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1202-3757, author = {Jonas Peters and Joris M. Mooij and Dominik Janzing and Bernhard Sch{\"{o}}lkopf}, title = {Identifiability of Causal Graphs using Functional Models}, journal = {CoRR}, volume = {abs/1202.3757}, year = {2012}, url = {http://arxiv.org/abs/1202.3757}, eprinttype = {arXiv}, eprint = {1202.3757}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1202-3757.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1202-3775, author = {Kun Zhang and Jonas Peters and Dominik Janzing and Bernhard Sch{\"{o}}lkopf}, title = {Kernel-based Conditional Independence Test and Application in Causal Discovery}, journal = {CoRR}, volume = {abs/1202.3775}, year = {2012}, url = {http://arxiv.org/abs/1202.3775}, eprinttype = {arXiv}, eprint = {1202.3775}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1202-3775.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1205-2640, author = {Dominik Janzing and Jonas Peters and Joris M. Mooij and Bernhard Sch{\"{o}}lkopf}, title = {Identifying confounders using additive noise models}, journal = {CoRR}, volume = {abs/1205.2640}, year = {2012}, url = {http://arxiv.org/abs/1205.2640}, eprinttype = {arXiv}, eprint = {1205.2640}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1205-2640.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1207-5136, author = {Jonas Peters and Dominik Janzing and Bernhard Sch{\"{o}}lkopf}, title = {Causal Inference on Time Series using Structural Equation Models}, journal = {CoRR}, volume = {abs/1207.5136}, year = {2012}, url = {http://arxiv.org/abs/1207.5136}, eprinttype = {arXiv}, eprint = {1207.5136}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1207-5136.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1209-2355, author = {L{\'{e}}on Bottou and Jonas Peters and Joaquin Qui{\~{n}}onero Candela and Denis Xavier Charles and Max Chickering and Elon Portugaly and Dipankar Ray and Patrice Y. Simard and Ed Snelson}, title = {Counterfactual Reasoning and Learning Systems}, journal = {CoRR}, volume = {abs/1209.2355}, year = {2012}, url = {http://arxiv.org/abs/1209.2355}, eprinttype = {arXiv}, eprint = {1209.2355}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1209-2355.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/pami/PetersJS11, author = {Jonas Peters and Dominik Janzing and Bernhard Sch{\"{o}}lkopf}, title = {Causal Inference on Discrete Data Using Additive Noise Models}, journal = {{IEEE} Trans. Pattern Anal. Mach. Intell.}, volume = {33}, number = {12}, pages = {2436--2450}, year = {2011}, url = {https://doi.org/10.1109/TPAMI.2011.71}, doi = {10.1109/TPAMI.2011.71}, timestamp = {Wed, 14 Nov 2018 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/pami/PetersJS11.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/uai/JanzingSSPS11, author = {Dominik Janzing and Eleni Sgouritsa and Oliver Stegle and Jonas Peters and Bernhard Sch{\"{o}}lkopf}, editor = {F{\'{a}}bio Gagliardi Cozman and Avi Pfeffer}, title = {Detecting low-complexity unobserved causes}, booktitle = {{UAI} 2011, Proceedings of the Twenty-Seventh Conference on Uncertainty in Artificial Intelligence, Barcelona, Spain, July 14-17, 2011}, pages = {383--391}, publisher = {{AUAI} Press}, year = {2011}, url = {https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1\&\#38;smnu=2\&\#38;article\_id=2185\&\#38;proceeding\_id=27}, timestamp = {Wed, 03 Feb 2021 11:09:03 +0100}, biburl = {https://dblp.org/rec/conf/uai/JanzingSSPS11.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/uai/PetersMJS11, author = {Jonas Peters and Joris M. Mooij and Dominik Janzing and Bernhard Sch{\"{o}}lkopf}, editor = {F{\'{a}}bio Gagliardi Cozman and Avi Pfeffer}, title = {Identifiability of Causal Graphs using Functional Models}, booktitle = {{UAI} 2011, Proceedings of the Twenty-Seventh Conference on Uncertainty in Artificial Intelligence, Barcelona, Spain, July 14-17, 2011}, pages = {589--598}, publisher = {{AUAI} Press}, year = {2011}, url = {https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1\&\#38;smnu=2\&\#38;article\_id=2216\&\#38;proceeding\_id=27}, timestamp = {Wed, 03 Feb 2021 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/uai/PetersMJS11.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/uai/ZhangPJS11, author = {Kun Zhang and Jonas Peters and Dominik Janzing and Bernhard Sch{\"{o}}lkopf}, editor = {F{\'{a}}bio Gagliardi Cozman and Avi Pfeffer}, title = {Kernel-based Conditional Independence Test and Application in Causal Discovery}, booktitle = {{UAI} 2011, Proceedings of the Twenty-Seventh Conference on Uncertainty in Artificial Intelligence, Barcelona, Spain, July 14-17, 2011}, pages = {804--813}, publisher = {{AUAI} Press}, year = {2011}, url = {https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1\&\#38;smnu=2\&\#38;article\_id=2233\&\#38;proceeding\_id=27}, timestamp = {Wed, 03 Feb 2021 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/uai/ZhangPJS11.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1112-2738, author = {Bernhard Sch{\"{o}}lkopf and Dominik Janzing and Jonas Peters and Kun Zhang}, title = {Robust Learning via Cause-Effect Models}, journal = {CoRR}, volume = {abs/1112.2738}, year = {2011}, url = {http://arxiv.org/abs/1112.2738}, eprinttype = {arXiv}, eprint = {1112.2738}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1112-2738.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:journals/jmlr/PetersJS10, author = {Jonas Peters and Dominik Janzing and Bernhard Sch{\"{o}}lkopf}, editor = {Yee Whye Teh and D. Mike Titterington}, title = {Identifying Cause and Effect on Discrete Data using Additive Noise Models}, booktitle = {Proceedings of the Thirteenth International Conference on Artificial Intelligence and Statistics, {AISTATS} 2010, Chia Laguna Resort, Sardinia, Italy, May 13-15, 2010}, series = {{JMLR} Proceedings}, volume = {9}, pages = {597--604}, publisher = {JMLR.org}, year = {2010}, url = {http://proceedings.mlr.press/v9/peters10a.html}, timestamp = {Wed, 29 May 2019 08:41:44 +0200}, biburl = {https://dblp.org/rec/journals/jmlr/PetersJS10.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icml/MooijJPS09, author = {Joris M. Mooij and Dominik Janzing and Jonas Peters and Bernhard Sch{\"{o}}lkopf}, editor = {Andrea Pohoreckyj Danyluk and L{\'{e}}on Bottou and Michael L. Littman}, title = {Regression by dependence minimization and its application to causal inference in additive noise models}, booktitle = {Proceedings of the 26th Annual International Conference on Machine Learning, {ICML} 2009, Montreal, Quebec, Canada, June 14-18, 2009}, series = {{ACM} International Conference Proceeding Series}, volume = {382}, pages = {745--752}, publisher = {{ACM}}, year = {2009}, url = {https://doi.org/10.1145/1553374.1553470}, doi = {10.1145/1553374.1553470}, timestamp = {Tue, 06 Nov 2018 16:58:29 +0100}, biburl = {https://dblp.org/rec/conf/icml/MooijJPS09.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icml/PetersJGS09, author = {Jonas Peters and Dominik Janzing and Arthur Gretton and Bernhard Sch{\"{o}}lkopf}, editor = {Andrea Pohoreckyj Danyluk and L{\'{e}}on Bottou and Michael L. Littman}, title = {Detecting the direction of causal time series}, booktitle = {Proceedings of the 26th Annual International Conference on Machine Learning, {ICML} 2009, Montreal, Quebec, Canada, June 14-18, 2009}, series = {{ACM} International Conference Proceeding Series}, volume = {382}, pages = {801--808}, publisher = {{ACM}}, year = {2009}, url = {https://doi.org/10.1145/1553374.1553477}, doi = {10.1145/1553374.1553477}, timestamp = {Sat, 05 Sep 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/icml/PetersJGS09.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/uai/JanzingPMS09, author = {Dominik Janzing and Jonas Peters and Joris M. Mooij and Bernhard Sch{\"{o}}lkopf}, editor = {Jeff A. Bilmes and Andrew Y. Ng}, title = {Identifying confounders using additive noise models}, booktitle = {{UAI} 2009, Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence, Montreal, QC, Canada, June 18-21, 2009}, pages = {249--257}, publisher = {{AUAI} Press}, year = {2009}, url = {https://www.auai.org/uai2009/papers/UAI2009\_0118\_d5787036a879b5fb06ab513f53eb06a7.pdf}, timestamp = {Tue, 25 Oct 2022 12:03:45 +0200}, biburl = {https://dblp.org/rec/conf/uai/JanzingPMS09.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/gfkl/PetersJGS08, author = {Jonas Peters and Dominik Janzing and Arthur Gretton and Bernhard Sch{\"{o}}lkopf}, editor = {Andreas Fink and Berthold Lausen and Wilfried Seidel and Alfred Ultsch}, title = {Kernel Methods for Detecting the Direction of Time Series}, booktitle = {Advances in Data Analysis, Data Handling and Business Intelligence - Proceedings of the 32nd Annual Conference of the Gesellschaft f{\"{u}}r Klassifikation e.V., Joint Conference with the British Classification Society {(BCS)} and the Dutch/Flemish Classification Society (VOC), Helmut-Schmidt-University, Hamburg, July 16-18, 2008}, series = {Studies in Classification, Data Analysis, and Knowledge Organization}, pages = {57--66}, publisher = {Springer}, year = {2008}, url = {https://doi.org/10.1007/978-3-642-01044-6\_5}, doi = {10.1007/978-3-642-01044-6\_5}, timestamp = {Wed, 14 Nov 2018 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/gfkl/PetersJGS08.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/nips/HoyerJMPS08, author = {Patrik O. Hoyer and Dominik Janzing and Joris M. Mooij and Jonas Peters and Bernhard Sch{\"{o}}lkopf}, editor = {Daphne Koller and Dale Schuurmans and Yoshua Bengio and L{\'{e}}on Bottou}, title = {Nonlinear causal discovery with additive noise models}, 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 = {689--696}, publisher = {Curran Associates, Inc.}, year = {2008}, url = {https://proceedings.neurips.cc/paper/2008/hash/f7664060cc52bc6f3d620bcedc94a4b6-Abstract.html}, timestamp = {Mon, 16 May 2022 15:41:51 +0200}, biburl = {https://dblp.org/rec/conf/nips/HoyerJMPS08.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
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