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ORCIDBibTeX records: Finale Doshi-Velez
@inproceedings{DBLP:conf/iui/SwaroopBGD24,
author = {Siddharth Swaroop and
Zana Bu{\c{c}}inca and
Krzysztof Z. Gajos and
Finale Doshi{-}Velez},
title = {Accuracy-Time Tradeoffs in AI-Assisted Decision Making under Time
Pressure},
booktitle = {Proceedings of the 29th International Conference on Intelligent User
Interfaces, {IUI} 2024, Greenville, SC, USA, March 18-21, 2024},
pages = {138--154},
publisher = {{ACM}},
year = {2024},
url = {https://doi.org/10.1145/3640543.3645206},
doi = {10.1145/3640543.3645206},
timestamp = {Mon, 15 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iui/SwaroopBGD24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2401-14923,
author = {Eura Nofshin and
Siddharth Swaroop and
Weiwei Pan and
Susan A. Murphy and
Finale Doshi{-}Velez},
title = {Reinforcement Learning Interventions on Boundedly Rational Human Agents
in Frictionful Tasks},
journal = {CoRR},
volume = {abs/2401.14923},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2401.14923},
doi = {10.48550/ARXIV.2401.14923},
eprinttype = {arXiv},
eprint = {2401.14923},
timestamp = {Tue, 06 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2401-14923.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2401-16419,
author = {Yidou Weng and
Finale Doshi{-}Velez},
title = {Semi-parametric Expert Bayesian Network Learning with Gaussian Processes
and Horseshoe Priors},
journal = {CoRR},
volume = {abs/2401.16419},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2401.16419},
doi = {10.48550/ARXIV.2401.16419},
eprinttype = {arXiv},
eprint = {2401.16419},
timestamp = {Tue, 06 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2401-16419.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-03110,
author = {Anna L. Trella and
Walter Dempsey and
Finale Doshi{-}Velez and
Susan A. Murphy},
title = {Non-Stationary Latent Auto-Regressive Bandits},
journal = {CoRR},
volume = {abs/2402.03110},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2402.03110},
doi = {10.48550/ARXIV.2402.03110},
eprinttype = {arXiv},
eprint = {2402.03110},
timestamp = {Mon, 12 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2402-03110.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-12737,
author = {Marton Havasi and
Sonali Parbhoo and
Finale Doshi{-}Velez},
title = {Guarantee Regions for Local Explanations},
journal = {CoRR},
volume = {abs/2402.12737},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2402.12737},
doi = {10.48550/ARXIV.2402.12737},
eprinttype = {arXiv},
eprint = {2402.12737},
timestamp = {Thu, 21 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2402-12737.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-17003,
author = {Anna L. Trella and
Kelly W. Zhang and
Inbal Nahum{-}Shani and
Vivek Shetty and
Iris Yan and
Finale Doshi{-}Velez and
Susan A. Murphy},
title = {Monitoring Fidelity of Online Reinforcement Learning Algorithms in
Clinical Trials},
journal = {CoRR},
volume = {abs/2402.17003},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2402.17003},
doi = {10.48550/ARXIV.2402.17003},
eprinttype = {arXiv},
eprint = {2402.17003},
timestamp = {Mon, 25 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2402-17003.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2403-08941,
author = {Yaniv Yacoby and
Weiwei Pan and
Finale Doshi{-}Velez},
title = {Towards Model-Agnostic Posterior Approximation for Fast and Accurate
Variational Autoencoders},
journal = {CoRR},
volume = {abs/2403.08941},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2403.08941},
doi = {10.48550/ARXIV.2403.08941},
eprinttype = {arXiv},
eprint = {2403.08941},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2403-08941.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/TrellaZNSDM23,
author = {Anna L. Trella and
Kelly W. Zhang and
Inbal Nahum{-}Shani and
Vivek Shetty and
Finale Doshi{-}Velez and
Susan A. Murphy},
editor = {Brian Williams and
Yiling Chen and
Jennifer Neville},
title = {Reward Design for an Online Reinforcement Learning Algorithm Supporting
Oral Self-Care},
booktitle = {Thirty-Seventh {AAAI} Conference on Artificial Intelligence, {AAAI}
2023, Thirty-Fifth Conference on Innovative Applications of Artificial
Intelligence, {IAAI} 2023, Thirteenth Symposium on Educational Advances
in Artificial Intelligence, {EAAI} 2023, Washington, DC, USA, February
7-14, 2023},
pages = {15724--15730},
publisher = {{AAAI} Press},
year = {2023},
url = {https://doi.org/10.1609/aaai.v37i13.26866},
doi = {10.1609/AAAI.V37I13.26866},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaai/TrellaZNSDM23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ant/SharmaZND23,
author = {Abhishek Sharma and
Jing Zhang and
Daniel Nikovski and
Finale Doshi{-}Velez},
editor = {Elhadi M. Shakshuki and
Ansar{-}Ul{-}Haque Yasar},
title = {Travel-time prediction using neural-network-based mixture models},
booktitle = {The 14th International Conference on Ambient Systems, Networks and
Technologies {(ANT} 2023) / The 6th International Conference on Emerging
Data and Industry 4.0 {(EDI40} 2023) / Affiliated Workshops, March
15-17, 2023, Leuven, Belgium},
series = {Procedia Computer Science},
volume = {220},
pages = {1033--1038},
publisher = {Elsevier},
year = {2023},
url = {https://doi.org/10.1016/j.procs.2023.03.144},
doi = {10.1016/J.PROCS.2023.03.144},
timestamp = {Tue, 12 Sep 2023 15:26:58 +0200},
biburl = {https://dblp.org/rec/conf/ant/SharmaZND23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/FuYGD023,
author = {Haotian Fu and
Jiayu Yao and
Omer Gottesman and
Finale Doshi{-}Velez and
George Konidaris},
title = {Performance Bounds for Model and Policy Transfer in Hidden-parameter
MDPs},
booktitle = {The Eleventh International Conference on Learning Representations,
{ICLR} 2023, Kigali, Rwanda, May 1-5, 2023},
publisher = {OpenReview.net},
year = {2023},
url = {https://openreview.net/pdf?id=20gBzEzgtiI},
timestamp = {Fri, 30 Jun 2023 14:38:38 +0200},
biburl = {https://dblp.org/rec/conf/iclr/FuYGD023.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/RathnamPPMD23,
author = {Sarah Rathnam and
Sonali Parbhoo and
Weiwei Pan and
Susan A. Murphy and
Finale Doshi{-}Velez},
editor = {Andreas Krause and
Emma Brunskill and
Kyunghyun Cho and
Barbara Engelhardt and
Sivan Sabato and
Jonathan Scarlett},
title = {The Unintended Consequences of Discount Regularization: Improving
Regularization in Certainty Equivalence Reinforcement Learning},
booktitle = {International Conference on Machine Learning, {ICML} 2023, 23-29 July
2023, Honolulu, Hawaii, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {202},
pages = {28746--28767},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v202/rathnam23a.html},
timestamp = {Mon, 28 Aug 2023 17:23:08 +0200},
biburl = {https://dblp.org/rec/conf/icml/RathnamPPMD23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2304-03365,
author = {Abhishek Sharma and
Sonali Parbhoo and
Omer Gottesman and
Finale Doshi{-}Velez},
title = {Robust Decision-Focused Learning for Reward Transfer},
journal = {CoRR},
volume = {abs/2304.03365},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2304.03365},
doi = {10.48550/ARXIV.2304.03365},
eprinttype = {arXiv},
eprint = {2304.03365},
timestamp = {Tue, 18 Apr 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2304-03365.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-01738,
author = {Shengpu Tang and
Maggie Makar and
Michael W. Sjoding and
Finale Doshi{-}Velez and
Jenna Wiens},
title = {Leveraging Factored Action Spaces for Efficient Offline Reinforcement
Learning in Healthcare},
journal = {CoRR},
volume = {abs/2305.01738},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2305.01738},
doi = {10.48550/ARXIV.2305.01738},
eprinttype = {arXiv},
eprint = {2305.01738},
timestamp = {Fri, 05 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2305-01738.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-07458,
author = {Siddharth Swaroop and
Zana Bu{\c{c}}inca and
Finale Doshi{-}Velez},
title = {Adaptive interventions for both accuracy and time in AI-assisted human
decision making},
journal = {CoRR},
volume = {abs/2306.07458},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2306.07458},
doi = {10.48550/ARXIV.2306.07458},
eprinttype = {arXiv},
eprint = {2306.07458},
timestamp = {Sat, 17 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2306-07458.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-11208,
author = {Sarah Rathnam and
Sonali Parbhoo and
Weiwei Pan and
Susan A. Murphy and
Finale Doshi{-}Velez},
title = {The Unintended Consequences of Discount Regularization: Improving
Regularization in Certainty Equivalence Reinforcement Learning},
journal = {CoRR},
volume = {abs/2306.11208},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2306.11208},
doi = {10.48550/ARXIV.2306.11208},
eprinttype = {arXiv},
eprint = {2306.11208},
timestamp = {Fri, 23 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2306-11208.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-12609,
author = {Xudong Shen and
Hannah Brown and
Jiashu Tao and
Martin Strobel and
Yao Tong and
Akshay Narayan and
Harold Soh and
Finale Doshi{-}Velez},
title = {Towards Regulatable {AI} Systems: Technical Gaps and Policy Opportunities},
journal = {CoRR},
volume = {abs/2306.12609},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2306.12609},
doi = {10.48550/ARXIV.2306.12609},
eprinttype = {arXiv},
eprint = {2306.12609},
timestamp = {Tue, 27 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2306-12609.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2307-06541,
author = {Yiqing Xu and
Finale Doshi{-}Velez and
David Hsu},
title = {On the Effective Horizon of Inverse Reinforcement Learning},
journal = {CoRR},
volume = {abs/2307.06541},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2307.06541},
doi = {10.48550/ARXIV.2307.06541},
eprinttype = {arXiv},
eprint = {2307.06541},
timestamp = {Mon, 24 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2307-06541.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2307-08169,
author = {Lars Lien Ankile and
Brian S. Ham and
Kevin Mao and
Eura Shin and
Siddharth Swaroop and
Finale Doshi{-}Velez and
Weiwei Pan},
title = {Discovering User Types: Mapping User Traits by Task-Specific Behaviors
in Reinforcement Learning},
journal = {CoRR},
volume = {abs/2307.08169},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2307.08169},
doi = {10.48550/ARXIV.2307.08169},
eprinttype = {arXiv},
eprint = {2307.08169},
timestamp = {Tue, 25 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2307-08169.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2308-01420,
author = {Charumathi Badrinath and
Weiwei Pan and
Finale Doshi{-}Velez},
title = {SAP-sLDA: An Interpretable Interface for Exploring Unstructured Text},
journal = {CoRR},
volume = {abs/2308.01420},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2308.01420},
doi = {10.48550/ARXIV.2308.01420},
eprinttype = {arXiv},
eprint = {2308.01420},
timestamp = {Mon, 21 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2308-01420.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2308-05075,
author = {Leo Benac and
Sonali Parbhoo and
Finale Doshi{-}Velez},
title = {Bayesian Inverse Transition Learning for Offline Settings},
journal = {CoRR},
volume = {abs/2308.05075},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2308.05075},
doi = {10.48550/ARXIV.2308.05075},
eprinttype = {arXiv},
eprint = {2308.05075},
timestamp = {Tue, 22 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2308-05075.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2309-00254,
author = {Varshini Subhash and
Anna Bialas and
Weiwei Pan and
Finale Doshi{-}Velez},
title = {Why do universal adversarial attacks work on large language models?:
Geometry might be the answer},
journal = {CoRR},
volume = {abs/2309.00254},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2309.00254},
doi = {10.48550/ARXIV.2309.00254},
eprinttype = {arXiv},
eprint = {2309.00254},
timestamp = {Mon, 11 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2309-00254.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2309-11443,
author = {Jos{\'{e}} Roberto Tello{-}Ayala and
Akl C. Fahed and
Weiwei Pan and
Eugene V. Pomerantsev and
Patrick T. Ellinor and
Anthony Philippakis and
Finale Doshi{-}Velez},
title = {Signature Activation: {A} Sparse Signal View for Holistic Saliency},
journal = {CoRR},
volume = {abs/2309.11443},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2309.11443},
doi = {10.48550/ARXIV.2309.11443},
eprinttype = {arXiv},
eprint = {2309.11443},
timestamp = {Mon, 25 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2309-11443.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2312-09983,
author = {Lauren H. Cooke and
Harvey Klyne and
Edwin Zhang and
Cassidy Laidlaw and
Milind Tambe and
Finale Doshi{-}Velez},
title = {Toward Computationally Efficient Inverse Reinforcement Learning via
Reward Shaping},
journal = {CoRR},
volume = {abs/2312.09983},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2312.09983},
doi = {10.48550/ARXIV.2312.09983},
eprinttype = {arXiv},
eprint = {2312.09983},
timestamp = {Tue, 09 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2312-09983.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/algorithms/TrellaZNSDM22,
author = {Anna L. Trella and
Kelly W. Zhang and
Inbal Nahum{-}Shani and
Vivek Shetty and
Finale Doshi{-}Velez and
Susan A. Murphy},
title = {Designing Reinforcement Learning Algorithms for Digital Interventions:
Pre-Implementation Guidelines},
journal = {Algorithms},
volume = {15},
number = {8},
pages = {255},
year = {2022},
url = {https://doi.org/10.3390/a15080255},
doi = {10.3390/A15080255},
timestamp = {Tue, 18 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/algorithms/TrellaZNSDM22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/YacobyPD22,
author = {Yaniv Yacoby and
Weiwei Pan and
Finale Doshi{-}Velez},
title = {Mitigating the Effects of Non-Identifiability on Inference for Bayesian
Neural Networks with Latent Variables},
journal = {J. Mach. Learn. Res.},
volume = {23},
pages = {244:1--244:54},
year = {2022},
url = {http://jmlr.org/papers/v23/21-0152.html},
timestamp = {Wed, 07 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/YacobyPD22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/npjdm/ZhangWDCAKCD22,
author = {Kristine Zhang and
Henry Wang and
Jianzhun Du and
Brian Chu and
Aldo Ar{\'{e}}valo and
Ryan Kindle and
Leo Anthony Celi and
Finale Doshi{-}Velez},
title = {An interpretable {RL} framework for pre-deployment modeling in {ICU}
hypotension management},
journal = {npj Digit. Medicine},
volume = {5},
year = {2022},
url = {https://doi.org/10.1038/s41746-022-00708-4},
doi = {10.1038/S41746-022-00708-4},
timestamp = {Mon, 01 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/npjdm/ZhangWDCAKCD22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/acl-spnlp/ChiuMTSD22,
author = {Jeffrey Chiu and
Rajat Mittal and
Neehal Tumma and
Abhishek Sharma and
Finale Doshi{-}Velez},
editor = {Andreas Vlachos and
Priyanka Agrawal and
Andr{\'{e}} F. T. Martins and
Gerasimos Lampouras and
Chunchuan Lyu},
title = {A Joint Learning Approach for Semi-supervised Neural Topic Modeling},
booktitle = {Proceedings of the Sixth Workshop on Structured Prediction for NLP,
SPNLP@ACL 2022, Dublin, Ireland, May 27, 2022},
pages = {40--51},
publisher = {Association for Computational Linguistics},
year = {2022},
url = {https://doi.org/10.18653/v1/2022.spnlp-1.5},
doi = {10.18653/V1/2022.SPNLP-1.5},
timestamp = {Mon, 01 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/acl-spnlp/ChiuMTSD22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aies/SinghJDL22,
author = {Harvineet Singh and
Shalmali Joshi and
Finale Doshi{-}Velez and
Himabindu Lakkaraju},
editor = {Vincent Conitzer and
John Tasioulas and
Matthias Scheutz and
Ryan Calo and
Martina Mara and
Annette Zimmermann},
title = {Towards Robust Off-Policy Evaluation via Human Inputs},
booktitle = {{AIES} '22: {AAAI/ACM} Conference on AI, Ethics, and Society, Oxford,
United Kingdom, May 19 - 21, 2021},
pages = {686--699},
publisher = {{ACM}},
year = {2022},
url = {https://doi.org/10.1145/3514094.3534198},
doi = {10.1145/3514094.3534198},
timestamp = {Fri, 29 Jul 2022 10:48:28 +0200},
biburl = {https://dblp.org/rec/conf/aies/SinghJDL22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/CokerBBPD22,
author = {Beau Coker and
Wessel P. Bruinsma and
David R. Burt and
Weiwei Pan and
Finale Doshi{-}Velez},
editor = {Gustau Camps{-}Valls and
Francisco J. R. Ruiz and
Isabel Valera},
title = {Wide Mean-Field Bayesian Neural Networks Ignore the Data},
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 = {5276--5333},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v151/coker22a.html},
timestamp = {Sat, 30 Sep 2023 09:34:08 +0200},
biburl = {https://dblp.org/rec/conf/aistats/CokerBBPD22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/chil/KeramatiGCDB22,
author = {Ramtin Keramati and
Omer Gottesman and
Leo Anthony Celi and
Finale Doshi{-}Velez and
Emma Brunskill},
editor = {Gerardo Flores and
George H. Chen and
Tom J. Pollard and
Joyce C. Ho and
Tristan Naumann},
title = {Identification of Subgroups With Similar Benefits in Off-Policy Policy
Evaluation},
booktitle = {Conference on Health, Inference, and Learning, {CHIL} 2022, 7-8 April
2022, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {174},
pages = {397--410},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v174/keramati22a.html},
timestamp = {Wed, 27 Apr 2022 11:24:00 +0200},
biburl = {https://dblp.org/rec/conf/chil/KeramatiGCDB22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/hcomp/LiaoZLDD22,
author = {Q. Vera Liao and
Yunfeng Zhang and
Ronny Luss and
Finale Doshi{-}Velez and
Amit Dhurandhar},
editor = {Jane Hsu and
Ming Yin},
title = {Connecting Algorithmic Research and Usage Contexts: {A} Perspective
of Contextualized Evaluation for Explainable {AI}},
booktitle = {Proceedings of the Tenth {AAAI} Conference on Human Computation and
Crowdsourcing, {HCOMP} 2022, virtual, November 6-10, 2022},
pages = {147--159},
publisher = {{AAAI} Press},
year = {2022},
url = {https://doi.org/10.1609/hcomp.v10i1.21995},
doi = {10.1609/HCOMP.V10I1.21995},
timestamp = {Tue, 05 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/hcomp/LiaoZLDD22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/hcomp/Yacoby0GD22,
author = {Yaniv Yacoby and
Ben Green and
Christopher L. Griffin and
Finale Doshi{-}Velez},
editor = {Jane Hsu and
Ming Yin},
title = {"If it didn't happen, why would {I} change my decision?":
How Judges Respond to Counterfactual Explanations for the Public Safety
Assessment},
booktitle = {Proceedings of the Tenth {AAAI} Conference on Human Computation and
Crowdsourcing, {HCOMP} 2022, virtual, November 6-10, 2022},
pages = {219--230},
publisher = {{AAAI} Press},
year = {2022},
url = {https://doi.org/10.1609/hcomp.v10i1.22001},
doi = {10.1609/HCOMP.V10I1.22001},
timestamp = {Tue, 05 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/hcomp/Yacoby0GD22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mlhc/WuPHD22,
author = {Carissa Wu and
Sonali Parbhoo and
Marton Havasi and
Finale Doshi{-}Velez},
editor = {Zachary C. Lipton and
Rajesh Ranganath and
Mark P. Sendak and
Michael W. Sjoding and
Serena Yeung},
title = {Learning Optimal Summaries of Clinical Time-series with Concept Bottleneck
Models},
booktitle = {Proceedings of the Machine Learning for Healthcare Conference, {MLHC}
2022, 5-6 August 2022, Durham, NC, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {182},
pages = {648--672},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v182/wu22a.html},
timestamp = {Fri, 17 Feb 2023 10:24:51 +0100},
biburl = {https://dblp.org/rec/conf/mlhc/WuPHD22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/HavasiPD22,
author = {Marton Havasi and
Sonali Parbhoo and
Finale Doshi{-}Velez},
editor = {Sanmi Koyejo and
S. Mohamed and
A. Agarwal and
Danielle Belgrave and
K. Cho and
A. Oh},
title = {Addressing Leakage in Concept Bottleneck Models},
booktitle = {Advances in Neural Information Processing Systems 35: Annual Conference
on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans,
LA, USA, November 28 - December 9, 2022},
year = {2022},
url = {http://papers.nips.cc/paper\_files/paper/2022/hash/944ecf65a46feb578a43abfd5cddd960-Abstract-Conference.html},
timestamp = {Mon, 08 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/HavasiPD22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/TangMSDW22,
author = {Shengpu Tang and
Maggie Makar and
Michael W. Sjoding and
Finale Doshi{-}Velez and
Jenna Wiens},
editor = {Sanmi Koyejo and
S. Mohamed and
A. Agarwal and
Danielle Belgrave and
K. Cho and
A. Oh},
title = {Leveraging Factored Action Spaces for Efficient Offline Reinforcement
Learning in Healthcare},
booktitle = {Advances in Neural Information Processing Systems 35: Annual Conference
on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans,
LA, USA, November 28 - December 9, 2022},
year = {2022},
url = {http://papers.nips.cc/paper\_files/paper/2022/hash/dda7f9378a210c25e470e19304cce85d-Abstract-Conference.html},
timestamp = {Mon, 08 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/TangMSDW22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2201-08262,
author = {Sonali Parbhoo and
Shalmali Joshi and
Finale Doshi{-}Velez},
title = {Generalizing Off-Policy Evaluation From a Causal Perspective For Sequential
Decision-Making},
journal = {CoRR},
volume = {abs/2201.08262},
year = {2022},
url = {https://arxiv.org/abs/2201.08262},
eprinttype = {arXiv},
eprint = {2201.08262},
timestamp = {Tue, 01 Feb 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2201-08262.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-11670,
author = {Beau Coker and
Wessel P. Bruinsma and
David R. Burt and
Weiwei Pan and
Finale Doshi{-}Velez},
title = {Wide Mean-Field Bayesian Neural Networks Ignore the Data},
journal = {CoRR},
volume = {abs/2202.11670},
year = {2022},
url = {https://arxiv.org/abs/2202.11670},
eprinttype = {arXiv},
eprint = {2202.11670},
timestamp = {Wed, 02 Mar 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2202-11670.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2204-03208,
author = {Jeffrey Chiu and
Rajat Mittal and
Neehal Tumma and
Abhishek Sharma and
Finale Doshi{-}Velez},
title = {A Joint Learning Approach for Semi-supervised Neural Topic Modeling},
journal = {CoRR},
volume = {abs/2204.03208},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2204.03208},
doi = {10.48550/ARXIV.2204.03208},
eprinttype = {arXiv},
eprint = {2204.03208},
timestamp = {Tue, 12 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2204-03208.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2205-05424,
author = {Yaniv Yacoby and
Ben Green and
Christopher L. Griffin and
Finale Doshi{-}Velez},
title = {"If it didn't happen, why would {I} change my decision?":
How Judges Respond to Counterfactual Explanations for the Public Safety
Assessment},
journal = {CoRR},
volume = {abs/2205.05424},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2205.05424},
doi = {10.48550/ARXIV.2205.05424},
eprinttype = {arXiv},
eprint = {2205.05424},
timestamp = {Tue, 17 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2205-05424.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-03944,
author = {Anna L. Trella and
Kelly W. Zhang and
Inbal Nahum{-}Shani and
Vivek Shetty and
Finale Doshi{-}Velez and
Susan A. Murphy},
title = {Designing Reinforcement Learning Algorithms for Digital Interventions:
Pre-implementation Guidelines},
journal = {CoRR},
volume = {abs/2206.03944},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2206.03944},
doi = {10.48550/ARXIV.2206.03944},
eprinttype = {arXiv},
eprint = {2206.03944},
timestamp = {Tue, 14 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2206-03944.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-10847,
author = {Q. Vera Liao and
Yunfeng Zhang and
Ronny Luss and
Finale Doshi{-}Velez and
Amit Dhurandhar},
title = {Connecting Algorithmic Research and Usage Contexts: {A} Perspective
of Contextualized Evaluation for Explainable {AI}},
journal = {CoRR},
volume = {abs/2206.10847},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2206.10847},
doi = {10.48550/ARXIV.2206.10847},
eprinttype = {arXiv},
eprint = {2206.10847},
timestamp = {Mon, 27 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2206-10847.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2207-06269,
author = {Jiayu Yao and
Sonali Parbhoo and
Weiwei Pan and
Finale Doshi{-}Velez},
title = {Policy Optimization with Sparse Global Contrastive Explanations},
journal = {CoRR},
volume = {abs/2207.06269},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2207.06269},
doi = {10.48550/ARXIV.2207.06269},
eprinttype = {arXiv},
eprint = {2207.06269},
timestamp = {Tue, 19 Jul 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2207-06269.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2208-00250,
author = {Kelly W. Zhang and
Omer Gottesman and
Finale Doshi{-}Velez},
title = {A Bayesian Approach to Learning Bandit Structure in Markov Decision
Processes},
journal = {CoRR},
volume = {abs/2208.00250},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2208.00250},
doi = {10.48550/ARXIV.2208.00250},
eprinttype = {arXiv},
eprint = {2208.00250},
timestamp = {Tue, 09 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2208-00250.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2208-01705,
author = {Mark Penrod and
Harrison Termotto and
Varshini Reddy and
Jiayu Yao and
Finale Doshi{-}Velez and
Weiwei Pan},
title = {Success of Uncertainty-Aware Deep Models Depends on Data Manifold
Geometry},
journal = {CoRR},
volume = {abs/2208.01705},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2208.01705},
doi = {10.48550/ARXIV.2208.01705},
eprinttype = {arXiv},
eprint = {2208.01705},
timestamp = {Tue, 09 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2208-01705.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2208-07406,
author = {Anna L. Trella and
Kelly W. Zhang and
Inbal Nahum{-}Shani and
Vivek Shetty and
Finale Doshi{-}Velez and
Susan A. Murphy},
title = {Reward Design For An Online Reinforcement Learning Algorithm Supporting
Oral Self-Care},
journal = {CoRR},
volume = {abs/2208.07406},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2208.07406},
doi = {10.48550/ARXIV.2208.07406},
eprinttype = {arXiv},
eprint = {2208.07406},
timestamp = {Mon, 22 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2208-07406.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2209-08682,
author = {Harvineet Singh and
Shalmali Joshi and
Finale Doshi{-}Velez and
Himabindu Lakkaraju},
title = {Towards Robust Off-Policy Evaluation via Human Inputs},
journal = {CoRR},
volume = {abs/2209.08682},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2209.08682},
doi = {10.48550/ARXIV.2209.08682},
eprinttype = {arXiv},
eprint = {2209.08682},
timestamp = {Wed, 28 Sep 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2209-08682.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2210-15767,
author = {Michael L. Littman and
Ifeoma Ajunwa and
Guy Berger and
Craig Boutilier and
Morgan Currie and
Finale Doshi{-}Velez and
Gillian K. Hadfield and
Michael C. Horowitz and
Charles Isbell and
Hiroaki Kitano and
Karen Levy and
Terah Lyons and
Melanie Mitchell and
Julie Shah and
Steven Sloman and
Shannon Vallor and
Toby Walsh},
title = {Gathering Strength, Gathering Storms: The One Hundred Year Study on
Artificial Intelligence {(AI100)} 2021 Study Panel Report},
journal = {CoRR},
volume = {abs/2210.15767},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2210.15767},
doi = {10.48550/ARXIV.2210.15767},
eprinttype = {arXiv},
eprint = {2210.15767},
timestamp = {Wed, 02 Nov 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2210-15767.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-05667,
author = {Zixi Chen and
Varshini Subhash and
Marton Havasi and
Weiwei Pan and
Finale Doshi{-}Velez},
title = {Does the explanation satisfy your needs?: {A} unified view of properties
of explanations},
journal = {CoRR},
volume = {abs/2211.05667},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2211.05667},
doi = {10.48550/ARXIV.2211.05667},
eprinttype = {arXiv},
eprint = {2211.05667},
timestamp = {Tue, 15 Nov 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2211-05667.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-07719,
author = {Sanjana Narayanan and
Isaac Lage and
Finale Doshi{-}Velez},
title = {(When) Are Contrastive Explanations of Reinforcement Learning Helpful?},
journal = {CoRR},
volume = {abs/2211.07719},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2211.07719},
doi = {10.48550/ARXIV.2211.07719},
eprinttype = {arXiv},
eprint = {2211.07719},
timestamp = {Wed, 23 Nov 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2211-07719.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-09184,
author = {Jiayu Yao and
Yaniv Yacoby and
Beau Coker and
Weiwei Pan and
Finale Doshi{-}Velez},
title = {An Empirical Analysis of the Advantages of Finite- v.s. Infinite-Width
Bayesian Neural Networks},
journal = {CoRR},
volume = {abs/2211.09184},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2211.09184},
doi = {10.48550/ARXIV.2211.09184},
eprinttype = {arXiv},
eprint = {2211.09184},
timestamp = {Thu, 24 Nov 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2211-09184.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2212-00863,
author = {Eura Shin and
Siddharth Swaroop and
Weiwei Pan and
Susan A. Murphy and
Finale Doshi{-}Velez},
title = {Modeling Mobile Health Users as Reinforcement Learning Agents},
journal = {CoRR},
volume = {abs/2212.00863},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2212.00863},
doi = {10.48550/ARXIV.2212.00863},
eprinttype = {arXiv},
eprint = {2212.00863},
timestamp = {Thu, 08 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2212-00863.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aim/KimD21,
author = {Been Kim and
Finale Doshi{-}Velez},
title = {Machine Learning Techniques for Accountability},
journal = {{AI} Mag.},
volume = {42},
number = {1},
pages = {47--52},
year = {2021},
url = {https://ojs.aaai.org/index.php/aimagazine/article/view/7481},
doi = {10.1002/J.2371-9621.2021.TB00010.X},
timestamp = {Wed, 06 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/aim/KimD21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/coling/JinSDMS21,
author = {Lifeng Jin and
Lane Schwartz and
Finale Doshi{-}Velez and
Timothy A. Miller and
William Schuler},
title = {Depth-Bounded Statistical {PCFG} Induction as a Model of Human Grammar
Acquisition},
journal = {Comput. Linguistics},
volume = {47},
number = {1},
pages = {181--216},
year = {2021},
url = {https://doi.org/10.1162/coli\_a\_00399},
doi = {10.1162/COLI\_A\_00399},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/coling/JinSDMS21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jair/WuPH0D21,
author = {Mike Wu and
Sonali Parbhoo and
Michael C. Hughes and
Volker Roth and
Finale Doshi{-}Velez},
title = {Optimizing for Interpretability in Deep Neural Networks with Tree
Regularization},
journal = {J. Artif. Intell. Res.},
volume = {72},
pages = {1--37},
year = {2021},
url = {https://doi.org/10.1613/jair.1.12558},
doi = {10.1613/JAIR.1.12558},
timestamp = {Fri, 25 Feb 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jair/WuPH0D21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amia/JohnsonPRD21,
author = {Nari Johnson and
Sonali Parbhoo and
Andrew Slavin Ross and
Finale Doshi{-}Velez},
title = {Learning Predictive and Interpretable Timeseries Summaries from {ICU}
Data},
booktitle = {{AMIA} 2021, American Medical Informatics Association Annual Symposium,
San Diego, CA, USA, October 30, 2021 - November 3, 2021},
publisher = {{AMIA}},
year = {2021},
url = {https://knowledge.amia.org/74229-amia-1.4622266/t003-1.4626466/t003-1.4626467/3577521-1.4626687/3576749-1.4626684},
timestamp = {Wed, 17 Apr 2024 11:46:53 +0200},
biburl = {https://dblp.org/rec/conf/amia/JohnsonPRD21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/chi/RossCHGD21,
author = {Andrew Slavin Ross and
Nina Chen and
Elisa Zhao Hang and
Elena L. Glassman and
Finale Doshi{-}Velez},
editor = {Yoshifumi Kitamura and
Aaron Quigley and
Katherine Isbister and
Takeo Igarashi and
Pernille Bj{\o}rn and
Steven Mark Drucker},
title = {Evaluating the Interpretability of Generative Models by Interactive
Reconstruction},
booktitle = {{CHI} '21: {CHI} Conference on Human Factors in Computing Systems,
Virtual Event / Yokohama, Japan, May 8-13, 2021},
pages = {80:1--80:15},
publisher = {{ACM}},
year = {2021},
url = {https://doi.org/10.1145/3411764.3445296},
doi = {10.1145/3411764.3445296},
timestamp = {Mon, 17 May 2021 13:31:38 +0200},
biburl = {https://dblp.org/rec/conf/chi/RossCHGD21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/chi/JacobsHPLAMPDG21,
author = {Maia L. Jacobs and
Jeffrey He and
Melanie F. Pradier and
Barbara Lam and
Andrew C. Ahn and
Thomas H. McCoy and
Roy H. Perlis and
Finale Doshi{-}Velez and
Krzysztof Z. Gajos},
editor = {Yoshifumi Kitamura and
Aaron Quigley and
Katherine Isbister and
Takeo Igarashi and
Pernille Bj{\o}rn and
Steven Mark Drucker},
title = {Designing {AI} for Trust and Collaboration in Time-Constrained Medical
Decisions: {A} Sociotechnical Lens},
booktitle = {{CHI} '21: {CHI} Conference on Human Factors in Computing Systems,
Virtual Event / Yokohama, Japan, May 8-13, 2021},
pages = {659:1--659:14},
publisher = {{ACM}},
year = {2021},
url = {https://doi.org/10.1145/3411764.3445385},
doi = {10.1145/3411764.3445385},
timestamp = {Fri, 26 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/chi/JacobsHPLAMPDG21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/RossD21,
author = {Andrew Slavin Ross and
Finale Doshi{-}Velez},
editor = {Marina Meila and
Tong Zhang},
title = {Benchmarks, Algorithms, and Metrics for Hierarchical Disentanglement},
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 = {9084--9094},
publisher = {{PMLR}},
year = {2021},
url = {http://proceedings.mlr.press/v139/ross21a.html},
timestamp = {Wed, 25 Aug 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/RossD21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/ShenMGD21,
author = {Simon P. Shen and
Yecheng Jason Ma and
Omer Gottesman and
Finale Doshi{-}Velez},
editor = {Marina Meila and
Tong Zhang},
title = {State Relevance for Off-Policy Evaluation},
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 = {9537--9546},
publisher = {{PMLR}},
year = {2021},
url = {http://proceedings.mlr.press/v139/shen21d.html},
timestamp = {Tue, 21 Sep 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/ShenMGD21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mlhc/YaoBPMD21,
author = {Jiayu Yao and
Emma Brunskill and
Weiwei Pan and
Susan A. Murphy and
Finale Doshi{-}Velez},
editor = {Ken Jung and
Serena Yeung and
Mark P. Sendak and
Michael W. Sjoding and
Rajesh Ranganath},
title = {Power Constrained Bandits},
booktitle = {Proceedings of the Machine Learning for Healthcare Conference, {MLHC}
2021, 6-7 August 2021, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {149},
pages = {209--259},
publisher = {{PMLR}},
year = {2021},
url = {https://proceedings.mlr.press/v149/yao21a.html},
timestamp = {Wed, 27 Apr 2022 11:04:44 +0200},
biburl = {https://dblp.org/rec/conf/mlhc/YaoBPMD21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/WangSCPDT21,
author = {Kai Wang and
Sanket Shah and
Haipeng Chen and
Andrew Perrault and
Finale Doshi{-}Velez and
Milind Tambe},
editor = {Marc'Aurelio Ranzato and
Alina Beygelzimer and
Yann N. Dauphin and
Percy Liang and
Jennifer Wortman Vaughan},
title = {Learning MDPs from Features: Predict-Then-Optimize for Sequential
Decision Making by Reinforcement Learning},
booktitle = {Advances in Neural Information Processing Systems 34: Annual Conference
on Neural Information Processing Systems 2021, NeurIPS 2021, December
6-14, 2021, virtual},
pages = {8795--8806},
year = {2021},
url = {https://proceedings.neurips.cc/paper/2021/hash/49e863b146f3b5470ee222ee84669b1c-Abstract.html},
timestamp = {Tue, 03 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/nips/WangSCPDT21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/vahc/ZhangMPDG21,
author = {Tianyi Zhang and
Thomas H. McCoy and
Roy H. Perlis and
Finale Doshi{-}Velez and
Elena L. Glassman},
title = {Interactive Cohort Analysis and Hypothesis Discovery by Exploring
Temporal Patterns in Population-Level Health Records},
booktitle = {{IEEE} Workshop on Visual Analytics in Healthcare, {VAHC} 2021, New
Orleans, LA, USA, October 24-25, 2021},
pages = {14--18},
publisher = {{IEEE}},
year = {2021},
url = {https://doi.org/10.1109/VAHC53616.2021.00007},
doi = {10.1109/VAHC53616.2021.00007},
timestamp = {Wed, 15 Dec 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/vahc/ZhangMPDG21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2101-03309,
author = {Kristine Zhang and
Yuanheng Wang and
Jianzhun Du and
Brian Chu and
Leo Anthony Celi and
Ryan Kindle and
Finale Doshi{-}Velez},
title = {Identifying Decision Points for Safe and Interpretable Reinforcement
Learning in Hypotension Treatment},
journal = {CoRR},
volume = {abs/2101.03309},
year = {2021},
url = {https://arxiv.org/abs/2101.03309},
eprinttype = {arXiv},
eprint = {2101.03309},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2101-03309.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2101-05360,
author = {Melanie F. Pradier and
Javier Zazo and
Sonali Parbhoo and
Roy H. Perlis and
Maurizio Zazzi and
Finale Doshi{-}Velez},
title = {Preferential Mixture-of-Experts: Interpretable Models that Rely on
Human Expertise as much as Possible},
journal = {CoRR},
volume = {abs/2101.05360},
year = {2021},
url = {https://arxiv.org/abs/2101.05360},
eprinttype = {arXiv},
eprint = {2101.05360},
timestamp = {Fri, 22 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2101-05360.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2102-00593,
author = {Maia L. Jacobs and
Jeffrey He and
Melanie F. Pradier and
Barbara Lam and
Andrew C. Ahn and
Thomas H. McCoy and
Roy H. Perlis and
Finale Doshi{-}Velez and
Krzysztof Z. Gajos},
title = {Designing {AI} for Trust and Collaboration in Time-Constrained Medical
Decisions: {A} Sociotechnical Lens},
journal = {CoRR},
volume = {abs/2102.00593},
year = {2021},
url = {https://arxiv.org/abs/2102.00593},
eprinttype = {arXiv},
eprint = {2102.00593},
timestamp = {Fri, 26 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2102-00593.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2102-01264,
author = {Andrew Slavin Ross and
Nina Chen and
Elisa Zhao Hang and
Elena L. Glassman and
Finale Doshi{-}Velez},
title = {Evaluating the Interpretability of Generative Models by Interactive
Reconstruction},
journal = {CoRR},
volume = {abs/2102.01264},
year = {2021},
url = {https://arxiv.org/abs/2102.01264},
eprinttype = {arXiv},
eprint = {2102.01264},
timestamp = {Tue, 09 Feb 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2102-01264.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2102-05185,
author = {Andrew Slavin Ross and
Finale Doshi{-}Velez},
title = {Benchmarks, Algorithms, and Metrics for Hierarchical Disentanglement},
journal = {CoRR},
volume = {abs/2102.05185},
year = {2021},
url = {https://arxiv.org/abs/2102.05185},
eprinttype = {arXiv},
eprint = {2102.05185},
timestamp = {Thu, 18 Feb 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2102-05185.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2103-15933,
author = {Harvineet Singh and
Shalmali Joshi and
Finale Doshi{-}Velez and
Himabindu Lakkaraju},
title = {Learning Under Adversarial and Interventional Shifts},
journal = {CoRR},
volume = {abs/2103.15933},
year = {2021},
url = {https://arxiv.org/abs/2103.15933},
eprinttype = {arXiv},
eprint = {2103.15933},
timestamp = {Wed, 07 Apr 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2103-15933.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-03279,
author = {Kai Wang and
Sanket Shah and
Haipeng Chen and
Andrew Perrault and
Finale Doshi{-}Velez and
Milind Tambe},
title = {Learning MDPs from Features: Predict-Then-Optimize for Sequential
Decision Problems by Reinforcement Learning},
journal = {CoRR},
volume = {abs/2106.03279},
year = {2021},
url = {https://arxiv.org/abs/2106.03279},
eprinttype = {arXiv},
eprint = {2106.03279},
timestamp = {Wed, 20 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2106-03279.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-07052,
author = {Beau Coker and
Weiwei Pan and
Finale Doshi{-}Velez},
title = {Wide Mean-Field Variational Bayesian Neural Networks Ignore the Data},
journal = {CoRR},
volume = {abs/2106.07052},
year = {2021},
url = {https://arxiv.org/abs/2106.07052},
eprinttype = {arXiv},
eprint = {2106.07052},
timestamp = {Wed, 16 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2106-07052.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-13314,
author = {Anita Mahinpei and
Justin Clark and
Isaac Lage and
Finale Doshi{-}Velez and
Weiwei Pan},
title = {Promises and Pitfalls of Black-Box Concept Learning Models},
journal = {CoRR},
volume = {abs/2106.13314},
year = {2021},
url = {https://arxiv.org/abs/2106.13314},
eprinttype = {arXiv},
eprint = {2106.13314},
timestamp = {Wed, 30 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2106-13314.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2107-09949,
author = {Eura Shin and
Pedja Klasnja and
Susan A. Murphy and
Finale Doshi{-}Velez},
title = {Online structural kernel selection for mobile health},
journal = {CoRR},
volume = {abs/2107.09949},
year = {2021},
url = {https://arxiv.org/abs/2107.09949},
eprinttype = {arXiv},
eprint = {2107.09949},
timestamp = {Sat, 04 Sep 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2107-09949.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2109-06310,
author = {Simon P. Shen and
Yecheng Jason Ma and
Omer Gottesman and
Finale Doshi{-}Velez},
title = {State Relevance for Off-Policy Evaluation},
journal = {CoRR},
volume = {abs/2109.06310},
year = {2021},
url = {https://arxiv.org/abs/2109.06310},
eprinttype = {arXiv},
eprint = {2109.06310},
timestamp = {Tue, 21 Sep 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2109-06310.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2109-06312,
author = {Shalmali Joshi and
Sonali Parbhoo and
Finale Doshi{-}Velez},
title = {Pre-emptive learning-to-defer for sequential medical decision-making
under uncertainty},
journal = {CoRR},
volume = {abs/2109.06312},
year = {2021},
url = {https://arxiv.org/abs/2109.06312},
eprinttype = {arXiv},
eprint = {2109.06312},
timestamp = {Tue, 21 Sep 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2109-06312.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2109-08134,
author = {Sarah Rathnam and
Susan A. Murphy and
Finale Doshi{-}Velez},
title = {Comparison and Unification of Three Regularization Methods in Batch
Reinforcement Learning},
journal = {CoRR},
volume = {abs/2109.08134},
year = {2021},
url = {https://arxiv.org/abs/2109.08134},
eprinttype = {arXiv},
eprint = {2109.08134},
timestamp = {Wed, 22 Sep 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2109-08134.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2109-11043,
author = {Nari Johnson and
Sonali Parbhoo and
Andrew Slavin Ross and
Finale Doshi{-}Velez},
title = {Learning Predictive and Interpretable Timeseries Summaries from {ICU}
Data},
journal = {CoRR},
volume = {abs/2109.11043},
year = {2021},
url = {https://arxiv.org/abs/2109.11043},
eprinttype = {arXiv},
eprint = {2109.11043},
timestamp = {Mon, 27 Sep 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2109-11043.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-13221,
author = {Abhishek Sharma and
Catherine Zeng and
Sanjana Narayanan and
Sonali Parbhoo and
Finale Doshi{-}Velez},
title = {On Learning Prediction-Focused Mixtures},
journal = {CoRR},
volume = {abs/2110.13221},
year = {2021},
url = {https://arxiv.org/abs/2110.13221},
eprinttype = {arXiv},
eprint = {2110.13221},
timestamp = {Tue, 02 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2110-13221.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2111-14272,
author = {Ramtin Keramati and
Omer Gottesman and
Leo Anthony Celi and
Finale Doshi{-}Velez and
Emma Brunskill},
title = {Identification of Subgroups With Similar Benefits in Off-Policy Policy
Evaluation},
journal = {CoRR},
volume = {abs/2111.14272},
year = {2021},
url = {https://arxiv.org/abs/2111.14272},
eprinttype = {arXiv},
eprint = {2111.14272},
timestamp = {Wed, 01 Dec 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2111-14272.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/RossPCD20,
author = {Andrew Slavin Ross and
Weiwei Pan and
Leo A. Celi and
Finale Doshi{-}Velez},
title = {Ensembles of Locally Independent Prediction Models},
booktitle = {The Thirty-Fourth {AAAI} Conference on Artificial Intelligence, {AAAI}
2020, The Thirty-Second Innovative Applications of Artificial Intelligence
Conference, {IAAI} 2020, The Tenth {AAAI} Symposium on Educational
Advances in Artificial Intelligence, {EAAI} 2020, New York, NY, USA,
February 7-12, 2020},
pages = {5527--5536},
publisher = {{AAAI} Press},
year = {2020},
url = {https://doi.org/10.1609/aaai.v34i04.6004},
doi = {10.1609/AAAI.V34I04.6004},
timestamp = {Mon, 04 Sep 2023 12:29:24 +0200},
biburl = {https://dblp.org/rec/conf/aaai/RossPCD20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/WuPHKCZ0D20,
author = {Mike Wu and
Sonali Parbhoo and
Michael C. Hughes and
Ryan Kindle and
Leo A. Celi and
Maurizio Zazzi and
Volker Roth and
Finale Doshi{-}Velez},
title = {Regional Tree Regularization for Interpretability in Deep Neural Networks},
booktitle = {The Thirty-Fourth {AAAI} Conference on Artificial Intelligence, {AAAI}
2020, The Thirty-Second Innovative Applications of Artificial Intelligence
Conference, {IAAI} 2020, The Tenth {AAAI} Symposium on Educational
Advances in Artificial Intelligence, {EAAI} 2020, New York, NY, USA,
February 7-12, 2020},
pages = {6413--6421},
publisher = {{AAAI} Press},
year = {2020},
url = {https://doi.org/10.1609/aaai.v34i04.6112},
doi = {10.1609/AAAI.V34I04.6112},
timestamp = {Mon, 04 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaai/WuPHKCZ0D20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/FutomaHD20,
author = {Joseph Futoma and
Michael C. Hughes and
Finale Doshi{-}Velez},
editor = {Silvia Chiappa and
Roberto Calandra},
title = {{POPCORN:} Partially Observed Prediction Constrained Reinforcement
Learning},
booktitle = {The 23rd International Conference on Artificial Intelligence and Statistics,
{AISTATS} 2020, 26-28 August 2020, Online [Palermo, Sicily, Italy]},
series = {Proceedings of Machine Learning Research},
volume = {108},
pages = {3578--3588},
publisher = {{PMLR}},
year = {2020},
url = {http://proceedings.mlr.press/v108/futoma20a.html},
timestamp = {Mon, 29 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aistats/FutomaHD20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/RenKD20,
author = {Jason Ren and
Russell Kunes and
Finale Doshi{-}Velez},
editor = {Silvia Chiappa and
Roberto Calandra},
title = {Prediction Focused Topic Models via Feature Selection},
booktitle = {The 23rd International Conference on Artificial Intelligence and Statistics,
{AISTATS} 2020, 26-28 August 2020, Online [Palermo, Sicily, Italy]},
series = {Proceedings of Machine Learning Research},
volume = {108},
pages = {4420--4429},
publisher = {{PMLR}},
year = {2020},
url = {http://proceedings.mlr.press/v108/ren20a.html},
timestamp = {Mon, 29 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aistats/RenKD20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amia/LuSSDL20,
author = {Mingyu Lu and
Zachary Shahn and
Daby Sow and
Finale Doshi{-}Velez and
Li{-}Wei H. Lehman},
title = {Is Deep Reinforcement Learning Ready for Practical Applications in
Healthcare? {A} Sensitivity Analysis of Duel-DDQN for Hemodynamic
Management in Sepsis Patients},
booktitle = {{AMIA} 2020, American Medical Informatics Association Annual Symposium,
Virtual Event, USA, November 14-18, 2020},
publisher = {{AMIA}},
year = {2020},
url = {https://knowledge.amia.org/72332-amia-1.4602255/t003-1.4606204/t003-1.4606205/3409698-1.4606416/3410310-1.4606413},
timestamp = {Wed, 17 Apr 2024 11:47:01 +0200},
biburl = {https://dblp.org/rec/conf/amia/LuSSDL20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/chil/PrasadED20,
author = {Niranjani Prasad and
Barbara E. Engelhardt and
Finale Doshi{-}Velez},
editor = {Marzyeh Ghassemi},
title = {Defining admissible rewards for high-confidence policy evaluation
in batch reinforcement learning},
booktitle = {{ACM} {CHIL} '20: {ACM} Conference on Health, Inference, and Learning,
Toronto, Ontario, Canada, April 2-4, 2020 [delayed]},
pages = {1--9},
publisher = {{ACM}},
year = {2020},
url = {https://doi.org/10.1145/3368555.3384450},
doi = {10.1145/3368555.3384450},
timestamp = {Mon, 23 Mar 2020 12:10:28 +0100},
biburl = {https://dblp.org/rec/conf/chil/PrasadED20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/GottesmanF0PCBD20,
author = {Omer Gottesman and
Joseph Futoma and
Yao Liu and
Sonali Parbhoo and
Leo A. Celi and
Emma Brunskill and
Finale Doshi{-}Velez},
title = {Interpretable Off-Policy Evaluation in Reinforcement Learning by Highlighting
Influential Transitions},
booktitle = {Proceedings of the 37th International Conference on Machine Learning,
{ICML} 2020, 13-18 July 2020, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {119},
pages = {3658--3667},
publisher = {{PMLR}},
year = {2020},
url = {http://proceedings.mlr.press/v119/gottesman20a.html},
timestamp = {Tue, 15 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/GottesmanF0PCBD20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mabs/OuWDT20,
author = {Han{-}Ching Ou and
Kai Wang and
Finale Doshi{-}Velez and
Milind Tambe},
editor = {Samarth Swarup and
Bastin Tony Roy Savarimuthu},
title = {Active Screening on Recurrent Diseases Contact Networks with Uncertainty:
{A} Reinforcement Learning Approach},
booktitle = {Multi-Agent-Based Simulation {XXI} - 21st International Workshop,
{MABS} 2020, Auckland, New Zealand, May 10, 2020, Revised Selected
Papers},
series = {Lecture Notes in Computer Science},
volume = {12316},
pages = {54--65},
publisher = {Springer},
year = {2020},
url = {https://doi.org/10.1007/978-3-030-66888-4\_5},
doi = {10.1007/978-3-030-66888-4\_5},
timestamp = {Mon, 25 Jan 2021 17:13:40 +0100},
biburl = {https://dblp.org/rec/conf/mabs/OuWDT20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mlhc/ParbhooW0D20,
author = {Sonali Parbhoo and
Mario Wieser and
Volker Roth and
Finale Doshi{-}Velez},
editor = {Finale Doshi{-}Velez and
Jim Fackler and
Ken Jung and
David C. Kale and
Rajesh Ranganath and
Byron C. Wallace and
Jenna Wiens},
title = {Transfer Learning from Well-Curated to Less-Resourced Populations
with {HIV}},
booktitle = {Proceedings of the Machine Learning for Healthcare Conference, {MLHC}
2020, 7-8 August 2020, Virtual Event, Durham, NC, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {126},
pages = {589--609},
publisher = {{PMLR}},
year = {2020},
url = {http://proceedings.mlr.press/v126/parbhoo20a.html},
timestamp = {Mon, 30 Nov 2020 08:54:44 +0100},
biburl = {https://dblp.org/rec/conf/mlhc/ParbhooW0D20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/DuFD20,
author = {Jianzhun Du and
Joseph Futoma and
Finale Doshi{-}Velez},
editor = {Hugo Larochelle and
Marc'Aurelio Ranzato and
Raia Hadsell and
Maria{-}Florina Balcan and
Hsuan{-}Tien Lin},
title = {Model-based Reinforcement Learning for Semi-Markov Decision Processes
with Neural ODEs},
booktitle = {Advances in Neural Information Processing Systems 33: Annual Conference
on Neural Information Processing Systems 2020, NeurIPS 2020, December
6-12, 2020, virtual},
year = {2020},
url = {https://proceedings.neurips.cc/paper/2020/hash/e562cd9c0768d5464b64cf61da7fc6bb-Abstract.html},
timestamp = {Tue, 19 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/DuFD20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/YangLGLD20,
author = {Wanqian Yang and
Lars Lorch and
Moritz A. Graule and
Himabindu Lakkaraju and
Finale Doshi{-}Velez},
editor = {Hugo Larochelle and
Marc'Aurelio Ranzato and
Raia Hadsell and
Maria{-}Florina Balcan and
Hsuan{-}Tien Lin},
title = {Incorporating Interpretable Output Constraints in Bayesian Neural
Networks},
booktitle = {Advances in Neural Information Processing Systems 33: Annual Conference
on Neural Information Processing Systems 2020, NeurIPS 2020, December
6-12, 2020, virtual},
year = {2020},
url = {https://proceedings.neurips.cc/paper/2020/hash/95c7dfc5538e1ce71301cf92a9a96bd0-Abstract.html},
timestamp = {Tue, 19 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/YangLGLD20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/CokerPD20,
author = {Beau Coker and
Melanie Fernandes Pradier and
Finale Doshi{-}Velez},
editor = {Ryan P. Adams and
Vibhav Gogate},
title = {PoRB-Nets: Poisson Process Radial Basis Function Networks},
booktitle = {Proceedings of the Thirty-Sixth Conference on Uncertainty in Artificial
Intelligence, {UAI} 2020, virtual online, August 3-6, 2020},
series = {Proceedings of Machine Learning Research},
volume = {124},
pages = {1338--1347},
publisher = {{AUAI} Press},
year = {2020},
url = {http://proceedings.mlr.press/v124/coker20a.html},
timestamp = {Wed, 16 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/uai/CokerPD20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/mlhc/2020,
editor = {Finale Doshi{-}Velez and
Jim Fackler and
Ken Jung and
David C. Kale and
Rajesh Ranganath and
Byron C. Wallace and
Jenna Wiens},
title = {Proceedings of the Machine Learning for Healthcare Conference, {MLHC}
2020, 7-8 August 2020, Virtual Event, Durham, NC, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {126},
publisher = {{PMLR}},
year = {2020},
url = {http://proceedings.mlr.press/v126/},
timestamp = {Mon, 30 Nov 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/mlhc/2020.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2001-03224,
author = {Joseph Futoma and
Muhammad A. Masood and
Finale Doshi{-}Velez},
title = {Identifying Distinct, Effective Treatments for Acute Hypotension with
{SODA-RL:} Safely Optimized Diverse Accurate Reinforcement Learning},
journal = {CoRR},
volume = {abs/2001.03224},
year = {2020},
url = {https://arxiv.org/abs/2001.03224},
eprinttype = {arXiv},
eprint = {2001.03224},
timestamp = {Fri, 17 Jan 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2001-03224.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2001-04032,
author = {Joseph Futoma and
Michael C. Hughes and
Finale Doshi{-}Velez},
title = {{POPCORN:} Partially Observed Prediction COnstrained ReiNforcement
Learning},
journal = {CoRR},
volume = {abs/2001.04032},
year = {2020},
url = {https://arxiv.org/abs/2001.04032},
eprinttype = {arXiv},
eprint = {2001.04032},
timestamp = {Fri, 17 Jan 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2001-04032.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2002-03478,
author = {Omer Gottesman and
Joseph Futoma and
Yao Liu and
Sonali Parbhoo and
Leo Anthony Celi and
Emma Brunskill and
Finale Doshi{-}Velez},
title = {Interpretable Off-Policy Evaluation in Reinforcement Learning by Highlighting
Influential Transitions},
journal = {CoRR},
volume = {abs/2002.03478},
year = {2020},
url = {https://arxiv.org/abs/2002.03478},
eprinttype = {arXiv},
eprint = {2002.03478},
timestamp = {Thu, 13 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2002-03478.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2003-07756,
author = {Yaniv Yacoby and
Weiwei Pan and
Finale Doshi{-}Velez},
title = {Characterizing and Avoiding Problematic Global Optima of Variational
Autoencoders},
journal = {CoRR},
volume = {abs/2003.07756},
year = {2020},
url = {https://arxiv.org/abs/2003.07756},
eprinttype = {arXiv},
eprint = {2003.07756},
timestamp = {Tue, 24 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2003-07756.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2004-06230,
author = {Jiayu Yao and
Emma Brunskill and
Weiwei Pan and
Susan A. Murphy and
Finale Doshi{-}Velez},
title = {Power-Constrained Bandits},
journal = {CoRR},
volume = {abs/2004.06230},
year = {2020},
url = {https://arxiv.org/abs/2004.06230},
eprinttype = {arXiv},
eprint = {2004.06230},
timestamp = {Sat, 04 Sep 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2004-06230.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2005-04301,
author = {Mingyu Lu and
Zachary Shahn and
Daby Sow and
Finale Doshi{-}Velez and
Li{-}Wei H. Lehman},
title = {Is Deep Reinforcement Learning Ready for Practical Applications in
Healthcare? {A} Sensitivity Analysis of Duel-DDQN for Sepsis Treatment},
journal = {CoRR},
volume = {abs/2005.04301},
year = {2020},
url = {https://arxiv.org/abs/2005.04301},
eprinttype = {arXiv},
eprint = {2005.04301},
timestamp = {Thu, 14 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2005-04301.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-06352,
author = {Yash Nair and
Finale Doshi{-}Velez},
title = {{PAC} Bounds for Imitation and Model-based Batch Learning of Contextual
Markov Decision Processes},
journal = {CoRR},
volume = {abs/2006.06352},
year = {2020},
url = {https://arxiv.org/abs/2006.06352},
eprinttype = {arXiv},
eprint = {2006.06352},
timestamp = {Sat, 13 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2006-06352.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-11695,
author = {Sujay Thakur and
Cooper Lorsung and
Yaniv Yacoby and
Finale Doshi{-}Velez and
Weiwei Pan},
title = {Learned Uncertainty-Aware {(LUNA)} Bases for Bayesian Regression using
Multi-Headed Auxiliary Networks},
journal = {CoRR},
volume = {abs/2006.11695},
year = {2020},
url = {https://arxiv.org/abs/2006.11695},
eprinttype = {arXiv},
eprint = {2006.11695},
timestamp = {Wed, 24 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2006-11695.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-16210,
author = {Jianzhun Du and
Joseph Futoma and
Finale Doshi{-}Velez},
title = {Model-based Reinforcement Learning for Semi-Markov Decision Processes
with Neural ODEs},
journal = {CoRR},
volume = {abs/2006.16210},
year = {2020},
url = {https://arxiv.org/abs/2006.16210},
eprinttype = {arXiv},
eprint = {2006.16210},
timestamp = {Wed, 01 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2006-16210.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2007-06096,
author = {Th{\'{e}}o Gu{\'{e}}nais and
Dimitris Vamvourellis and
Yaniv Yacoby and
Finale Doshi{-}Velez and
Weiwei Pan},
title = {BaCOUn: Bayesian Classifers with Out-of-Distribution Uncertainty},
journal = {CoRR},
volume = {abs/2007.06096},
year = {2020},
url = {https://arxiv.org/abs/2007.06096},
eprinttype = {arXiv},
eprint = {2007.06096},
timestamp = {Wed, 22 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2007-06096.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2007-07124,
author = {Yaniv Yacoby and
Weiwei Pan and
Finale Doshi{-}Velez},
title = {Failure Modes of Variational Autoencoders and Their Effects on Downstream
Tasks},
journal = {CoRR},
volume = {abs/2007.07124},
year = {2020},
url = {https://arxiv.org/abs/2007.07124},
eprinttype = {arXiv},
eprint = {2007.07124},
timestamp = {Wed, 22 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2007-07124.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2010-10969,
author = {Wanqian Yang and
Lars Lorch and
Moritz A. Graule and
Himabindu Lakkaraju and
Finale Doshi{-}Velez},
title = {Incorporating Interpretable Output Constraints in Bayesian Neural
Networks},
journal = {CoRR},
volume = {abs/2010.10969},
year = {2020},
url = {https://arxiv.org/abs/2010.10969},
eprinttype = {arXiv},
eprint = {2010.10969},
timestamp = {Mon, 26 Oct 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2010-10969.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-02898,
author = {Isaac Lage and
Finale Doshi{-}Velez},
title = {Learning Interpretable Concept-Based Models with Human Feedback},
journal = {CoRR},
volume = {abs/2012.02898},
year = {2020},
url = {https://arxiv.org/abs/2012.02898},
eprinttype = {arXiv},
eprint = {2012.02898},
timestamp = {Wed, 09 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-02898.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-06034,
author = {Elisa Bertino and
Finale Doshi{-}Velez and
Maria L. Gini and
Daniel Lopresti and
David C. Parkes},
title = {Artificial Intelligence {\&} Cooperation},
journal = {CoRR},
volume = {abs/2012.06034},
year = {2020},
url = {https://arxiv.org/abs/2012.06034},
eprinttype = {arXiv},
eprint = {2012.06034},
timestamp = {Mon, 04 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-06034.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aamas/AmirDS19,
author = {Ofra Amir and
Finale Doshi{-}Velez and
David Sarne},
title = {Summarizing agent strategies},
journal = {Auton. Agents Multi Agent Syst.},
volume = {33},
number = {5},
pages = {628--644},
year = {2019},
url = {https://doi.org/10.1007/s10458-019-09418-w},
doi = {10.1007/S10458-019-09418-W},
timestamp = {Fri, 13 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/aamas/AmirDS19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/MasoodD19,
author = {Muhammad A. Masood and
Finale Doshi{-}Velez},
title = {A Particle-Based Variational Approach to Bayesian Non-negative Matrix
Factorization},
journal = {J. Mach. Learn. Res.},
volume = {20},
pages = {90:1--90:56},
year = {2019},
url = {http://jmlr.org/papers/v20/18-153.html},
timestamp = {Wed, 10 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/MasoodD19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/GhoshYD19,
author = {Soumya Ghosh and
Jiayu Yao and
Finale Doshi{-}Velez},
title = {Model Selection in Bayesian Neural Networks via Horseshoe Priors},
journal = {J. Mach. Learn. Res.},
volume = {20},
pages = {182:1--182:46},
year = {2019},
url = {http://jmlr.org/papers/v20/19-236.html},
timestamp = {Thu, 18 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/GhoshYD19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sadm/FanDM19,
author = {Angela Fan and
Finale Doshi{-}Velez and
Luke Miratrix},
title = {Assessing topic model relevance: Evaluation and informative priors},
journal = {Stat. Anal. Data Min.},
volume = {12},
number = {3},
pages = {210--222},
year = {2019},
url = {https://doi.org/10.1002/sam.11415},
doi = {10.1002/SAM.11415},
timestamp = {Thu, 01 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/sadm/FanDM19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aabi/YacobyPD19,
author = {Yaniv Yacoby and
Weiwei Pan and
Finale Doshi{-}Velez},
editor = {Cheng Zhang and
Francisco J. R. Ruiz and
Thang D. Bui and
Adji Bousso Dieng and
Dawen Liang},
title = {Characterizing and Avoiding Problematic Global Optima of Variational
Autoencoders},
booktitle = {Symposium on Advances in Approximate Bayesian Inference, {AABI} 2019,
Vancouver, BC, Canada, December 8, 2019},
series = {Proceedings of Machine Learning Research},
volume = {118},
pages = {1--17},
publisher = {{PMLR}},
year = {2019},
url = {http://proceedings.mlr.press/v118/yacoby20a.html},
timestamp = {Thu, 18 Jun 2020 12:36:38 +0200},
biburl = {https://dblp.org/rec/conf/aabi/YacobyPD19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/acl/JinDMSS19,
author = {Lifeng Jin and
Finale Doshi{-}Velez and
Timothy A. Miller and
Lane Schwartz and
William Schuler},
editor = {Anna Korhonen and
David R. Traum and
Llu{\'{\i}}s M{\`{a}}rquez},
title = {Unsupervised Learning of PCFGs with Normalizing Flow},
booktitle = {Proceedings of the 57th Conference of the Association for Computational
Linguistics, {ACL} 2019, Florence, Italy, July 28- August 2, 2019,
Volume 1: Long Papers},
pages = {2442--2452},
publisher = {Association for Computational Linguistics},
year = {2019},
url = {https://doi.org/10.18653/v1/p19-1234},
doi = {10.18653/V1/P19-1234},
timestamp = {Fri, 06 Aug 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/acl/JinDMSS19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/LageLDA19,
author = {Isaac Lage and
Daphna Lifschitz and
Finale Doshi{-}Velez and
Ofra Amir},
editor = {Edith Elkind and
Manuela Veloso and
Noa Agmon and
Matthew E. Taylor},
title = {Toward Robust Policy Summarization},
booktitle = {Proceedings of the 18th International Conference on Autonomous Agents
and MultiAgent Systems, {AAMAS} '19, Montreal, QC, Canada, May 13-17,
2019},
pages = {2081--2083},
publisher = {International Foundation for Autonomous Agents and Multiagent Systems},
year = {2019},
url = {http://dl.acm.org/citation.cfm?id=3332017},
timestamp = {Wed, 29 May 2019 16:36:58 +0200},
biburl = {https://dblp.org/rec/conf/atal/LageLDA19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/hcomp/LageCHNKGD19,
author = {Isaac Lage and
Emily Chen and
Jeffrey He and
Menaka Narayanan and
Been Kim and
Samuel J. Gershman and
Finale Doshi{-}Velez},
editor = {Edith Law and
Jennifer Wortman Vaughan},
title = {Human Evaluation of Models Built for Interpretability},
booktitle = {Proceedings of the Seventh {AAAI} Conference on Human Computation
and Crowdsourcing, {HCOMP} 2019, Stevenson, WA, USA, October 28-30,
2019},
pages = {59--67},
publisher = {{AAAI} Press},
year = {2019},
url = {https://doi.org/10.1609/hcomp.v7i1.5280},
doi = {10.1609/HCOMP.V7I1.5280},
timestamp = {Tue, 05 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/hcomp/LageCHNKGD19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/GottesmanLSBD19,
author = {Omer Gottesman and
Yao Liu and
Scott Sussex and
Emma Brunskill and
Finale Doshi{-}Velez},
editor = {Kamalika Chaudhuri and
Ruslan Salakhutdinov},
title = {Combining parametric and nonparametric models for off-policy evaluation},
booktitle = {Proceedings of the 36th International Conference on Machine Learning,
{ICML} 2019, 9-15 June 2019, Long Beach, California, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {97},
pages = {2366--2375},
publisher = {{PMLR}},
year = {2019},
url = {http://proceedings.mlr.press/v97/gottesman19a.html},
timestamp = {Sat, 14 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/GottesmanLSBD19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/LageLDA19,
author = {Isaac Lage and
Daphna Lifschitz and
Finale Doshi{-}Velez and
Ofra Amir},
editor = {Sarit Kraus},
title = {Exploring Computational User Models for Agent Policy Summarization},
booktitle = {Proceedings of the Twenty-Eighth International Joint Conference on
Artificial Intelligence, {IJCAI} 2019, Macao, China, August 10-16,
2019},
pages = {1401--1407},
publisher = {ijcai.org},
year = {2019},
url = {https://doi.org/10.24963/ijcai.2019/194},
doi = {10.24963/IJCAI.2019/194},
timestamp = {Tue, 20 Aug 2019 16:18:18 +0200},
biburl = {https://dblp.org/rec/conf/ijcai/LageLDA19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/LeeSD19,
author = {Donghun Lee and
Srivatsan Srinivasan and
Finale Doshi{-}Velez},
editor = {Sarit Kraus},
title = {Truly Batch Apprenticeship Learning with Deep Successor Features},
booktitle = {Proceedings of the Twenty-Eighth International Joint Conference on
Artificial Intelligence, {IJCAI} 2019, Macao, China, August 10-16,
2019},
pages = {5909--5915},
publisher = {ijcai.org},
year = {2019},
url = {https://doi.org/10.24963/ijcai.2019/819},
doi = {10.24963/IJCAI.2019/819},
timestamp = {Tue, 20 Aug 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ijcai/LeeSD19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/MasoodD19,
author = {Muhammad A. Masood and
Finale Doshi{-}Velez},
editor = {Sarit Kraus},
title = {Diversity-Inducing Policy Gradient: Using Maximum Mean Discrepancy
to Find a Set of Diverse Policies},
booktitle = {Proceedings of the Twenty-Eighth International Joint Conference on
Artificial Intelligence, {IJCAI} 2019, Macao, China, August 10-16,
2019},
pages = {5923--5929},
publisher = {ijcai.org},
year = {2019},
url = {https://doi.org/10.24963/ijcai.2019/821},
doi = {10.24963/IJCAI.2019/821},
timestamp = {Tue, 20 Aug 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ijcai/MasoodD19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/mlhc/2019,
editor = {Finale Doshi{-}Velez and
Jim Fackler and
Ken Jung and
David C. Kale and
Rajesh Ranganath and
Byron C. Wallace and
Jenna Wiens},
title = {Proceedings of the Machine Learning for Healthcare Conference, {MLHC}
2019, 9-10 August 2019, Ann Arbor, Michigan, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {106},
publisher = {{PMLR}},
year = {2019},
url = {http://proceedings.mlr.press/v106/},
timestamp = {Fri, 27 Nov 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/mlhc/2019.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1901-04670,
author = {Xuefeng Peng and
Yi Ding and
David Wihl and
Omer Gottesman and
Matthieu Komorowski and
Li{-}Wei H. Lehman and
Andrew Slavin Ross and
Aldo Faisal and
Finale Doshi{-}Velez},
title = {Improving Sepsis Treatment Strategies by Combining Deep and Kernel-Based
Reinforcement Learning},
journal = {CoRR},
volume = {abs/1901.04670},
year = {2019},
url = {http://arxiv.org/abs/1901.04670},
eprinttype = {arXiv},
eprint = {1901.04670},
timestamp = {Fri, 01 Feb 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1901-04670.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1902-00006,
author = {Isaac Lage and
Emily Chen and
Jeffrey He and
Menaka Narayanan and
Been Kim and
Sam Gershman and
Finale Doshi{-}Velez},
title = {An Evaluation of the Human-Interpretability of Explanation},
journal = {CoRR},
volume = {abs/1902.00006},
year = {2019},
url = {http://arxiv.org/abs/1902.00006},
eprinttype = {arXiv},
eprint = {1902.00006},
timestamp = {Tue, 21 May 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1902-00006.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1903-10077,
author = {Donghun Lee and
Srivatsan Srinivasan and
Finale Doshi{-}Velez},
title = {Truly Batch Apprenticeship Learning with Deep Successor Features},
journal = {CoRR},
volume = {abs/1903.10077},
year = {2019},
url = {http://arxiv.org/abs/1903.10077},
eprinttype = {arXiv},
eprint = {1903.10077},
timestamp = {Mon, 01 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1903-10077.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1905-05787,
author = {Omer Gottesman and
Yao Liu and
Scott Sussex and
Emma Brunskill and
Finale Doshi{-}Velez},
title = {Combining Parametric and Nonparametric Models for Off-Policy Evaluation},
journal = {CoRR},
volume = {abs/1905.05787},
year = {2019},
url = {http://arxiv.org/abs/1905.05787},
eprinttype = {arXiv},
eprint = {1905.05787},
timestamp = {Sat, 14 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1905-05787.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1905-06287,
author = {Wanqian Yang and
Lars Lorch and
Moritz A. Graule and
Srivatsan Srinivasan and
Anirudh Suresh and
Jiayu Yao and
Melanie F. Pradier and
Finale Doshi{-}Velez},
title = {Output-Constrained Bayesian Neural Networks},
journal = {CoRR},
volume = {abs/1905.06287},
year = {2019},
url = {http://arxiv.org/abs/1905.06287},
eprinttype = {arXiv},
eprint = {1905.06287},
timestamp = {Tue, 28 May 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1905-06287.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1905-10424,
author = {Omer Gottesman and
Weiwei Pan and
Finale Doshi{-}Velez},
title = {A general method for regularizing tensor decomposition methods via
pseudo-data},
journal = {CoRR},
volume = {abs/1905.10424},
year = {2019},
url = {http://arxiv.org/abs/1905.10424},
eprinttype = {arXiv},
eprint = {1905.10424},
timestamp = {Mon, 03 Jun 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1905-10424.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1905-13167,
author = {Niranjani Prasad and
Barbara E. Engelhardt and
Finale Doshi{-}Velez},
title = {Defining Admissible Rewards for High Confidence Policy Evaluation},
journal = {CoRR},
volume = {abs/1905.13167},
year = {2019},
url = {http://arxiv.org/abs/1905.13167},
eprinttype = {arXiv},
eprint = {1905.13167},
timestamp = {Sat, 23 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1905-13167.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1905-13271,
author = {Isaac Lage and
Daphna Lifschitz and
Finale Doshi{-}Velez and
Ofra Amir},
title = {Exploring Computational User Models for Agent Policy Summarization},
journal = {CoRR},
volume = {abs/1905.13271},
year = {2019},
url = {http://arxiv.org/abs/1905.13271},
eprinttype = {arXiv},
eprint = {1905.13271},
timestamp = {Mon, 03 Jun 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1905-13271.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1906-00088,
author = {Muhammad A. Masood and
Finale Doshi{-}Velez},
title = {Diversity-Inducing Policy Gradient: Using Maximum Mean Discrepancy
to Find a Set of Diverse Policies},
journal = {CoRR},
volume = {abs/1906.00088},
year = {2019},
url = {http://arxiv.org/abs/1906.00088},
eprinttype = {arXiv},
eprint = {1906.00088},
timestamp = {Thu, 13 Jun 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1906-00088.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1906-09686,
author = {Jiayu Yao and
Weiwei Pan and
Soumya Ghosh and
Finale Doshi{-}Velez},
title = {Quality of Uncertainty Quantification for Bayesian Neural Network
Inference},
journal = {CoRR},
volume = {abs/1906.09686},
year = {2019},
url = {http://arxiv.org/abs/1906.09686},
eprinttype = {arXiv},
eprint = {1906.09686},
timestamp = {Thu, 27 Jun 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1906-09686.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1908-04494,
author = {Mike Wu and
Sonali Parbhoo and
Michael C. Hughes and
Ryan Kindle and
Leo A. Celi and
Maurizio Zazzi and
Volker Roth and
Finale Doshi{-}Velez},
title = {Regional Tree Regularization for Interpretability in Black Box Models},
journal = {CoRR},
volume = {abs/1908.04494},
year = {2019},
url = {http://arxiv.org/abs/1908.04494},
eprinttype = {arXiv},
eprint = {1908.04494},
timestamp = {Mon, 19 Aug 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1908-04494.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1908-05254,
author = {Mike Wu and
Sonali Parbhoo and
Michael C. Hughes and
Volker Roth and
Finale Doshi{-}Velez},
title = {Optimizing for Interpretability in Deep Neural Networks with Tree
Regularization},
journal = {CoRR},
volume = {abs/1908.05254},
year = {2019},
url = {http://arxiv.org/abs/1908.05254},
eprinttype = {arXiv},
eprint = {1908.05254},
timestamp = {Mon, 19 Aug 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1908-05254.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1910-05495,
author = {Jason Ren and
Russell Kunes and
Finale Doshi{-}Velez},
title = {Prediction Focused Topic Models via Vocab Selection},
journal = {CoRR},
volume = {abs/1910.05495},
year = {2019},
url = {http://arxiv.org/abs/1910.05495},
eprinttype = {arXiv},
eprint = {1910.05495},
timestamp = {Wed, 16 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1910-05495.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1911-00569,
author = {Yaniv Yacoby and
Weiwei Pan and
Finale Doshi{-}Velez},
title = {Learning Deep Bayesian Latent Variable Regression Models that Generalize:
When Non-identifiability is a Problem},
journal = {CoRR},
volume = {abs/1911.00569},
year = {2019},
url = {http://arxiv.org/abs/1911.00569},
eprinttype = {arXiv},
eprint = {1911.00569},
timestamp = {Sat, 23 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1911-00569.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1911-01291,
author = {Andrew Slavin Ross and
Weiwei Pan and
Leo Anthony Celi and
Finale Doshi{-}Velez},
title = {Ensembles of Locally Independent Prediction Models},
journal = {CoRR},
volume = {abs/1911.01291},
year = {2019},
url = {http://arxiv.org/abs/1911.01291},
eprinttype = {arXiv},
eprint = {1911.01291},
timestamp = {Mon, 11 Nov 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1911-01291.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1911-08551,
author = {Jason Ren and
Russell Kunes and
Finale Doshi{-}Velez},
title = {Prediction Focused Topic Models for Electronic Health Records},
journal = {CoRR},
volume = {abs/1911.08551},
year = {2019},
url = {http://arxiv.org/abs/1911.08551},
eprinttype = {arXiv},
eprint = {1911.08551},
timestamp = {Tue, 03 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1911-08551.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1912-05779,
author = {Beau Coker and
Melanie F. Pradier and
Finale Doshi{-}Velez},
title = {Towards Expressive Priors for Bayesian Neural Networks: Poisson Process
Radial Basis Function Networks},
journal = {CoRR},
volume = {abs/1912.05779},
year = {2019},
url = {http://arxiv.org/abs/1912.05779},
eprinttype = {arXiv},
eprint = {1912.05779},
timestamp = {Thu, 02 Jan 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1912-05779.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tacl/JinDMSS18,
author = {Lifeng Jin and
Finale Doshi{-}Velez and
Timothy A. Miller and
William Schuler and
Lane Schwartz},
title = {Unsupervised Grammar Induction with Depth-bounded {PCFG}},
journal = {Trans. Assoc. Comput. Linguistics},
volume = {6},
pages = {211--224},
year = {2018},
url = {https://doi.org/10.1162/tacl\_a\_00016},
doi = {10.1162/TACL\_A\_00016},
timestamp = {Fri, 10 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tacl/JinDMSS18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tvcg/GlueckNDCKWB18,
author = {Michael Glueck and
Mahdi Pakdaman Naeini and
Finale Doshi{-}Velez and
Fanny Chevalier and
Azam Khan and
Daniel Wigdor and
Michael Brudno},
title = {PhenoLines: Phenotype Comparison Visualizations for Disease Subtyping
via Topic Models},
journal = {{IEEE} Trans. Vis. Comput. Graph.},
volume = {24},
number = {1},
pages = {371--381},
year = {2018},
url = {https://doi.org/10.1109/TVCG.2017.2745118},
doi = {10.1109/TVCG.2017.2745118},
timestamp = {Wed, 14 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tvcg/GlueckNDCKWB18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/RossD18,
author = {Andrew Slavin Ross and
Finale Doshi{-}Velez},
editor = {Sheila A. McIlraith and
Kilian Q. Weinberger},
title = {Improving the Adversarial Robustness and Interpretability of Deep
Neural Networks by Regularizing Their Input Gradients},
booktitle = {Proceedings of the Thirty-Second {AAAI} Conference on Artificial Intelligence,
(AAAI-18), the 30th innovative Applications of Artificial Intelligence
(IAAI-18), and the 8th {AAAI} Symposium on Educational Advances in
Artificial Intelligence (EAAI-18), New Orleans, Louisiana, USA, February
2-7, 2018},
pages = {1660--1669},
publisher = {{AAAI} Press},
year = {2018},
url = {https://doi.org/10.1609/aaai.v32i1.11504},
doi = {10.1609/AAAI.V32I1.11504},
timestamp = {Mon, 04 Sep 2023 12:29:24 +0200},
biburl = {https://dblp.org/rec/conf/aaai/RossD18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/WuHPZ0D18,
author = {Mike Wu and
Michael C. Hughes and
Sonali Parbhoo and
Maurizio Zazzi and
Volker Roth and
Finale Doshi{-}Velez},
editor = {Sheila A. McIlraith and
Kilian Q. Weinberger},
title = {Beyond Sparsity: Tree Regularization of Deep Models for Interpretability},
booktitle = {Proceedings of the Thirty-Second {AAAI} Conference on Artificial Intelligence,
(AAAI-18), the 30th innovative Applications of Artificial Intelligence
(IAAI-18), and the 8th {AAAI} Symposium on Educational Advances in
Artificial Intelligence (EAAI-18), New Orleans, Louisiana, USA, February
2-7, 2018},
pages = {1670--1678},
publisher = {{AAAI} Press},
year = {2018},
url = {https://doi.org/10.1609/aaai.v32i1.11501},
doi = {10.1609/AAAI.V32I1.11501},
timestamp = {Mon, 04 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaai/WuHPZ0D18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/HughesHWMPSD18,
author = {Michael C. Hughes and
Gabriel Hope and
Leah Weiner and
Thomas H. McCoy Jr. and
Roy H. Perlis and
Erik B. Sudderth and
Finale Doshi{-}Velez},
editor = {Amos J. Storkey and
Fernando P{\'{e}}rez{-}Cruz},
title = {Semi-Supervised Prediction-Constrained Topic Models},
booktitle = {International Conference on Artificial Intelligence and Statistics,
{AISTATS} 2018, 9-11 April 2018, Playa Blanca, Lanzarote, Canary Islands,
Spain},
series = {Proceedings of Machine Learning Research},
volume = {84},
pages = {1067--1076},
publisher = {{PMLR}},
year = {2018},
url = {http://proceedings.mlr.press/v84/hughes18a.html},
timestamp = {Wed, 03 Apr 2019 18:17:22 +0200},
biburl = {https://dblp.org/rec/conf/aistats/HughesHWMPSD18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/GottesmanPD18,
author = {Omer Gottesman and
Weiwei Pan and
Finale Doshi{-}Velez},
editor = {Amos J. Storkey and
Fernando P{\'{e}}rez{-}Cruz},
title = {Weighted Tensor Decomposition for Learning Latent Variables with Partial
Data},
booktitle = {International Conference on Artificial Intelligence and Statistics,
{AISTATS} 2018, 9-11 April 2018, Playa Blanca, Lanzarote, Canary Islands,
Spain},
series = {Proceedings of Machine Learning Research},
volume = {84},
pages = {1664--1672},
publisher = {{PMLR}},
year = {2018},
url = {http://proceedings.mlr.press/v84/gottesman18a.html},
timestamp = {Wed, 03 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aistats/GottesmanPD18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amia/PengDWGKLRFD18,
author = {Xuefeng Peng and
Yi Ding and
David Wihl and
Omer Gottesman and
Matthieu Komorowski and
Li{-}Wei H. Lehman and
Andrew Slavin Ross and
Aldo Faisal and
Finale Doshi{-}Velez},
title = {Improving Sepsis Treatment Strategies by Combining Deep and Kernel-Based
Reinforcement Learning},
booktitle = {{AMIA} 2018, American Medical Informatics Association Annual Symposium,
San Francisco, CA, November 3-7, 2018},
publisher = {{AMIA}},
year = {2018},
url = {https://knowledge.amia.org/67852-amia-1.4259402/t004-1.4263758/t004-1.4263759/2975579-1.4263853/2975959-1.4263850},
timestamp = {Wed, 17 Apr 2024 11:47:15 +0200},
biburl = {https://dblp.org/rec/conf/amia/PengDWGKLRFD18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/AmirDS18,
author = {Ofra Amir and
Finale Doshi{-}Velez and
David Sarne},
editor = {Elisabeth Andr{\'{e}} and
Sven Koenig and
Mehdi Dastani and
Gita Sukthankar},
title = {Agent Strategy Summarization},
booktitle = {Proceedings of the 17th International Conference on Autonomous Agents
and MultiAgent Systems, {AAMAS} 2018, Stockholm, Sweden, July 10-15,
2018},
pages = {1203--1207},
publisher = {International Foundation for Autonomous Agents and Multiagent Systems
Richland, SC, {USA} / {ACM}},
year = {2018},
url = {http://dl.acm.org/citation.cfm?id=3237877},
timestamp = {Sat, 30 Sep 2023 09:34:53 +0200},
biburl = {https://dblp.org/rec/conf/atal/AmirDS18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/emnlp/JinDMSS18,
author = {Lifeng Jin and
Finale Doshi{-}Velez and
Timothy A. Miller and
William Schuler and
Lane Schwartz},
editor = {Ellen Riloff and
David Chiang and
Julia Hockenmaier and
Jun'ichi Tsujii},
title = {Depth-bounding is effective: Improvements and Evaluation of Unsupervised
{PCFG} Induction},
booktitle = {Proceedings of the 2018 Conference on Empirical Methods in Natural
Language Processing, Brussels, Belgium, October 31 - November 4, 2018},
pages = {2721--2731},
publisher = {Association for Computational Linguistics},
year = {2018},
url = {https://doi.org/10.18653/v1/d18-1292},
doi = {10.18653/V1/D18-1292},
timestamp = {Fri, 06 Aug 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/emnlp/JinDMSS18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/DepewegHDU18,
author = {Stefan Depeweg and
Jos{\'{e}} Miguel Hern{\'{a}}ndez{-}Lobato and
Finale Doshi{-}Velez and
Steffen Udluft},
editor = {Jennifer G. Dy and
Andreas Krause},
title = {Decomposition of Uncertainty in Bayesian Deep Learning for Efficient
and Risk-sensitive Learning},
booktitle = {Proceedings of the 35th International Conference on Machine Learning,
{ICML} 2018, Stockholmsm{\"{a}}ssan, Stockholm, Sweden, July
10-15, 2018},
series = {Proceedings of Machine Learning Research},
volume = {80},
pages = {1192--1201},
publisher = {{PMLR}},
year = {2018},
url = {http://proceedings.mlr.press/v80/depeweg18a.html},
timestamp = {Wed, 03 Apr 2019 18:17:30 +0200},
biburl = {https://dblp.org/rec/conf/icml/DepewegHDU18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/GhoshYD18,
author = {Soumya Ghosh and
Jiayu Yao and
Finale Doshi{-}Velez},
editor = {Jennifer G. Dy and
Andreas Krause},
title = {Structured Variational Learning of Bayesian Neural Networks with Horseshoe
Priors},
booktitle = {Proceedings of the 35th International Conference on Machine Learning,
{ICML} 2018, Stockholmsm{\"{a}}ssan, Stockholm, Sweden, July
10-15, 2018},
series = {Proceedings of Machine Learning Research},
volume = {80},
pages = {1739--1748},
publisher = {{PMLR}},
year = {2018},
url = {http://proceedings.mlr.press/v80/ghosh18a.html},
timestamp = {Wed, 03 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/GhoshYD18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/LiuGRKFDB18,
author = {Yao Liu and
Omer Gottesman and
Aniruddh Raghu and
Matthieu Komorowski and
Aldo A. Faisal and
Finale Doshi{-}Velez and
Emma Brunskill},
editor = {Samy Bengio and
Hanna M. Wallach and
Hugo Larochelle and
Kristen Grauman and
Nicol{\`{o}} Cesa{-}Bianchi and
Roman Garnett},
title = {Representation Balancing MDPs for Off-policy Policy Evaluation},
booktitle = {Advances in Neural Information Processing Systems 31: Annual Conference
on Neural Information Processing Systems 2018, NeurIPS 2018, December
3-8, 2018, Montr{\'{e}}al, Canada},
pages = {2649--2658},
year = {2018},
url = {https://proceedings.neurips.cc/paper/2018/hash/980ecd059122ce2e50136bda65c25e07-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/LiuGRKFDB18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/LageRGKD18,
author = {Isaac Lage and
Andrew Slavin Ross and
Samuel J. Gershman and
Been Kim and
Finale Doshi{-}Velez},
editor = {Samy Bengio and
Hanna M. Wallach and
Hugo Larochelle and
Kristen Grauman and
Nicol{\`{o}} Cesa{-}Bianchi and
Roman Garnett},
title = {Human-in-the-Loop Interpretability Prior},
booktitle = {Advances in Neural Information Processing Systems 31: Annual Conference
on Neural Information Processing Systems 2018, NeurIPS 2018, December
3-8, 2018, Montr{\'{e}}al, Canada},
pages = {10180--10189},
year = {2018},
url = {https://proceedings.neurips.cc/paper/2018/hash/0a7d83f084ec258aefd128569dda03d7-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/LageRGKD18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/mlhc/2018,
editor = {Finale Doshi{-}Velez and
Jim Fackler and
Ken Jung and
David C. Kale and
Rajesh Ranganath and
Byron C. Wallace and
Jenna Wiens},
title = {Proceedings of the Machine Learning for Healthcare Conference, {MLHC}
2018, 17-18 August 2018, Palo Alto, California},
series = {Proceedings of Machine Learning Research},
volume = {85},
publisher = {{PMLR}},
year = {2018},
url = {http://proceedings.mlr.press/v85/},
timestamp = {Wed, 03 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/mlhc/2018.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1802-00682,
author = {Menaka Narayanan and
Emily Chen and
Jeffrey He and
Been Kim and
Sam Gershman and
Finale Doshi{-}Velez},
title = {How do Humans Understand Explanations from Machine Learning Systems?
An Evaluation of the Human-Interpretability of Explanation},
journal = {CoRR},
volume = {abs/1802.00682},
year = {2018},
url = {http://arxiv.org/abs/1802.00682},
eprinttype = {arXiv},
eprint = {1802.00682},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1802-00682.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1802-08545,
author = {Lifeng Jin and
Finale Doshi{-}Velez and
Timothy A. Miller and
William Schuler and
Lane Schwartz},
title = {Unsupervised Grammar Induction with Depth-bounded {PCFG}},
journal = {CoRR},
volume = {abs/1802.08545},
year = {2018},
url = {http://arxiv.org/abs/1802.08545},
eprinttype = {arXiv},
eprint = {1802.08545},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1802-08545.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1805-09044,
author = {Yao Liu and
Omer Gottesman and
Aniruddh Raghu and
Matthieu Komorowski and
Aldo Faisal and
Finale Doshi{-}Velez and
Emma Brunskill},
title = {Representation Balancing MDPs for Off-Policy Policy Evaluation},
journal = {CoRR},
volume = {abs/1805.09044},
year = {2018},
url = {http://arxiv.org/abs/1805.09044},
eprinttype = {arXiv},
eprint = {1805.09044},
timestamp = {Sat, 14 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1805-09044.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1805-11571,
author = {Isaac Lage and
Andrew Slavin Ross and
Been Kim and
Samuel J. Gershman and
Finale Doshi{-}Velez},
title = {Human-in-the-Loop Interpretability Prior},
journal = {CoRR},
volume = {abs/1805.11571},
year = {2018},
url = {http://arxiv.org/abs/1805.11571},
eprinttype = {arXiv},
eprint = {1805.11571},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1805-11571.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1805-12298,
author = {Omer Gottesman and
Fredrik D. Johansson and
Joshua Meier and
Jack Dent and
Donghun Lee and
Srivatsan Srinivasan and
Linying Zhang and
Yi Ding and
David Wihl and
Xuefeng Peng and
Jiayu Yao and
Isaac Lage and
Christopher Mosch and
Li{-}Wei H. Lehman and
Matthieu Komorowski and
Aldo Faisal and
Leo Anthony Celi and
David A. Sontag and
Finale Doshi{-}Velez},
title = {Evaluating Reinforcement Learning Algorithms in Observational Health
Settings},
journal = {CoRR},
volume = {abs/1805.12298},
year = {2018},
url = {http://arxiv.org/abs/1805.12298},
eprinttype = {arXiv},
eprint = {1805.12298},
timestamp = {Fri, 15 Nov 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1805-12298.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1806-05975,
author = {Soumya Ghosh and
Jiayu Yao and
Finale Doshi{-}Velez},
title = {Structured Variational Learning of Bayesian Neural Networks with Horseshoe
Priors},
journal = {CoRR},
volume = {abs/1806.05975},
year = {2018},
url = {http://arxiv.org/abs/1806.05975},
eprinttype = {arXiv},
eprint = {1806.05975},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1806-05975.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1806-08716,
author = {Andrew Slavin Ross and
Weiwei Pan and
Finale Doshi{-}Velez},
title = {Learning Qualitatively Diverse and Interpretable Rules for Classification},
journal = {CoRR},
volume = {abs/1806.08716},
year = {2018},
url = {http://arxiv.org/abs/1806.08716},
eprinttype = {arXiv},
eprint = {1806.08716},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1806-08716.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1807-01066,
author = {Aniruddh Raghu and
Omer Gottesman and
Yao Liu and
Matthieu Komorowski and
Aldo Faisal and
Finale Doshi{-}Velez and
Emma Brunskill},
title = {Behaviour Policy Estimation in Off-Policy Policy Evaluation: Calibration
Matters},
journal = {CoRR},
volume = {abs/1807.01066},
year = {2018},
url = {http://arxiv.org/abs/1807.01066},
eprinttype = {arXiv},
eprint = {1807.01066},
timestamp = {Sat, 14 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1807-01066.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1809-03112,
author = {Lifeng Jin and
Finale Doshi{-}Velez and
Timothy A. Miller and
William Schuler and
Lane Schwartz},
title = {Depth-bounding is effective: Improvements and evaluation of unsupervised
{PCFG} induction},
journal = {CoRR},
volume = {abs/1809.03112},
year = {2018},
url = {http://arxiv.org/abs/1809.03112},
eprinttype = {arXiv},
eprint = {1809.03112},
timestamp = {Fri, 05 Oct 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1809-03112.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1811-07006,
author = {Melanie F. Pradier and
Weiwei Pan and
Jiayu Yao and
Soumya Ghosh and
Finale Doshi{-}Velez},
title = {Latent Projection BNNs: Avoiding weight-space pathologies by learning
latent representations of neural network weights},
journal = {CoRR},
volume = {abs/1811.07006},
year = {2018},
url = {http://arxiv.org/abs/1811.07006},
eprinttype = {arXiv},
eprint = {1811.07006},
timestamp = {Sun, 25 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1811-07006.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jamia/WuGFCSD17,
author = {Mike Wu and
Marzyeh Ghassemi and
Mengling Feng and
Leo A. Celi and
Peter Szolovits and
Finale Doshi{-}Velez},
title = {Understanding vasopressor intervention and weaning: risk prediction
in a public heterogeneous clinical time series database},
journal = {J. Am. Medical Informatics Assoc.},
volume = {24},
number = {3},
pages = {488--495},
year = {2017},
url = {https://doi.org/10.1093/jamia/ocw138},
doi = {10.1093/JAMIA/OCW138},
timestamp = {Mon, 11 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jamia/WuGFCSD17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/WangRDLKM17,
author = {Tong Wang and
Cynthia Rudin and
Finale Doshi{-}Velez and
Yimin Liu and
Erica Klampfl and
Perry MacNeille},
title = {A Bayesian Framework for Learning Rule Sets for Interpretable Classification},
journal = {J. Mach. Learn. Res.},
volume = {18},
pages = {70:1--70:37},
year = {2017},
url = {http://jmlr.org/papers/v18/16-003.html},
timestamp = {Mon, 22 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/WangRDLKM17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sac/Doshi-VelezW17,
author = {Finale Doshi{-}Velez and
Sinead A. Williamson},
title = {Restricted Indian buffet processes},
journal = {Stat. Comput.},
volume = {27},
number = {5},
pages = {1205--1223},
year = {2017},
url = {https://doi.org/10.1007/s11222-016-9681-y},
doi = {10.1007/S11222-016-9681-Y},
timestamp = {Wed, 25 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/sac/Doshi-VelezW17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/KillianKD17,
author = {Taylor W. Killian and
George Dimitri Konidaris and
Finale Doshi{-}Velez},
editor = {Satinder Singh and
Shaul Markovitch},
title = {Robust and Efficient Transfer Learning with Hidden Parameter Markov
Decision Processes},
booktitle = {Proceedings of the Thirty-First {AAAI} Conference on Artificial Intelligence,
February 4-9, 2017, San Francisco, California, {USA}},
pages = {4949--4950},
publisher = {{AAAI} Press},
year = {2017},
url = {https://doi.org/10.1609/aaai.v31i1.11065},
doi = {10.1609/AAAI.V31I1.11065},
timestamp = {Mon, 04 Sep 2023 14:40:32 +0200},
biburl = {https://dblp.org/rec/conf/aaai/KillianKD17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cri/GhassemiWHSD17,
author = {Marzyeh Ghassemi and
Mike Wu and
Michael C. Hughes and
Peter Szolovits and
Finale Doshi{-}Velez},
title = {Predicting intervention onset in the {ICU} with switching state space
models},
booktitle = {Summit on Clinical Research Informatics, {CRI} 2017, San Francisco,
CA, USA, March 27-30, 2017},
publisher = {{AMIA}},
year = {2017},
url = {http://knowledge.amia.org/amia-64484-cri2017-1.3520710/t002-1.3521687/t002-1.3521688/a019-1.3521766/a020-1.3521763},
timestamp = {Wed, 20 Jun 2018 17:09:15 +0200},
biburl = {https://dblp.org/rec/conf/cri/GhassemiWHSD17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cri/ParbhooBZ0D17,
author = {Sonali Parbhoo and
Jasmina Bogojeska and
Maurizio Zazzi and
Volker Roth and
Finale Doshi{-}Velez},
title = {Combining Kernel and Model Based Learning for {HIV} Therapy Selection},
booktitle = {Summit on Clinical Research Informatics, {CRI} 2017, San Francisco,
CA, USA, March 27-30, 2017},
publisher = {{AMIA}},
year = {2017},
url = {http://knowledge.amia.org/amia-64484-cri2017-1.3520710/t002-1.3521687/t002-1.3521688/a036-1.3521714/a037-1.3521711},
timestamp = {Tue, 23 Jan 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/cri/ParbhooBZ0D17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/DepewegHDU17,
author = {Stefan Depeweg and
Jos{\'{e}} Miguel Hern{\'{a}}ndez{-}Lobato and
Finale Doshi{-}Velez and
Steffen Udluft},
title = {Learning and Policy Search in Stochastic Dynamical Systems with Bayesian
Neural Networks},
booktitle = {5th International Conference on Learning Representations, {ICLR} 2017,
Toulon, France, April 24-26, 2017, Conference Track Proceedings},
publisher = {OpenReview.net},
year = {2017},
url = {https://openreview.net/forum?id=H1fl8S9ee},
timestamp = {Thu, 25 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iclr/DepewegHDU17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/RossHD17,
author = {Andrew Slavin Ross and
Michael C. Hughes and
Finale Doshi{-}Velez},
editor = {Carles Sierra},
title = {Right for the Right Reasons: Training Differentiable Models by Constraining
their Explanations},
booktitle = {Proceedings of the Twenty-Sixth International Joint Conference on
Artificial Intelligence, {IJCAI} 2017, Melbourne, Australia, August
19-25, 2017},
pages = {2662--2670},
publisher = {ijcai.org},
year = {2017},
url = {https://doi.org/10.24963/ijcai.2017/371},
doi = {10.24963/IJCAI.2017/371},
timestamp = {Fri, 25 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ijcai/RossHD17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/KillianDDK17,
author = {Taylor W. Killian and
Samuel Daulton and
Finale Doshi{-}Velez and
George Dimitri Konidaris},
editor = {Isabelle Guyon and
Ulrike von Luxburg and
Samy Bengio and
Hanna M. Wallach and
Rob Fergus and
S. V. N. Vishwanathan and
Roman Garnett},
title = {Robust and Efficient Transfer Learning with Hidden Parameter Markov
Decision Processes},
booktitle = {Advances in Neural Information Processing Systems 30: Annual Conference
on Neural Information Processing Systems 2017, December 4-9, 2017,
Long Beach, CA, {USA}},
pages = {6250--6261},
year = {2017},
url = {https://proceedings.neurips.cc/paper/2017/hash/2227d753dc18505031869d44673728e2-Abstract.html},
timestamp = {Thu, 21 Jan 2021 13:58:27 +0100},
biburl = {https://dblp.org/rec/conf/nips/KillianDDK17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/mlhc/2017,
editor = {Finale Doshi{-}Velez and
Jim Fackler and
David C. Kale and
Rajesh Ranganath and
Byron C. Wallace and
Jenna Wiens},
title = {Proceedings of the Machine Learning for Health Care Conference, {MLHC}
2017, Boston, Massachusetts, USA, 18-19 August 2017},
series = {Proceedings of Machine Learning Research},
volume = {68},
publisher = {{PMLR}},
year = {2017},
url = {http://proceedings.mlr.press/v68/},
timestamp = {Wed, 03 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/mlhc/2017.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/FanDM17,
author = {Angela Fan and
Finale Doshi{-}Velez and
Luke Miratrix},
title = {Promoting Domain-Specific Terms in Topic Models with Informative Priors},
journal = {CoRR},
volume = {abs/1701.03227},
year = {2017},
url = {http://arxiv.org/abs/1701.03227},
eprinttype = {arXiv},
eprint = {1701.03227},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/FanDM17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/Doshi-VelezK17,
author = {Finale Doshi{-}Velez and
Been Kim},
title = {A Roadmap for a Rigorous Science of Interpretability},
journal = {CoRR},
volume = {abs/1702.08608},
year = {2017},
url = {http://arxiv.org/abs/1702.08608},
eprinttype = {arXiv},
eprint = {1702.08608},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/Doshi-VelezK17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/RossHD17,
author = {Andrew Slavin Ross and
Michael C. Hughes and
Finale Doshi{-}Velez},
title = {Right for the Right Reasons: Training Differentiable Models by Constraining
their Explanations},
journal = {CoRR},
volume = {abs/1703.03717},
year = {2017},
url = {http://arxiv.org/abs/1703.03717},
eprinttype = {arXiv},
eprint = {1703.03717},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/RossHD17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/KillianDKD17,
author = {Taylor W. Killian and
Samuel Daulton and
George Dimitri Konidaris and
Finale Doshi{-}Velez},
title = {Robust and Efficient Transfer Learning with Hidden-Parameter Markov
Decision Processes},
journal = {CoRR},
volume = {abs/1706.06544},
year = {2017},
url = {http://arxiv.org/abs/1706.06544},
eprinttype = {arXiv},
eprint = {1706.06544},
timestamp = {Tue, 19 Nov 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/KillianDKD17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1707-07341,
author = {Michael C. Hughes and
Leah Weiner and
Gabriel Hope and
Thomas H. McCoy Jr. and
Roy H. Perlis and
Erik B. Sudderth and
Finale Doshi{-}Velez},
title = {Prediction-Constrained Training for Semi-Supervised Mixture and Topic
Models},
journal = {CoRR},
volume = {abs/1707.07341},
year = {2017},
url = {http://arxiv.org/abs/1707.07341},
eprinttype = {arXiv},
eprint = {1707.07341},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1707-07341.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1710-07283,
author = {Stefan Depeweg and
Jos{\'{e}} Miguel Hern{\'{a}}ndez{-}Lobato and
Finale Doshi{-}Velez and
Steffen Udluft},
title = {Decomposition of Uncertainty for Active Learning and Reliable Reinforcement
Learning in Stochastic Systems},
journal = {CoRR},
volume = {abs/1710.07283},
year = {2017},
url = {http://arxiv.org/abs/1710.07283},
eprinttype = {arXiv},
eprint = {1710.07283},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1710-07283.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1711-01134,
author = {Finale Doshi{-}Velez and
Mason Kortz and
Ryan Budish and
Chris Bavitz and
Sam Gershman and
David O'Brien and
Stuart Schieber and
James Waldo and
David Weinberger and
Alexandra Wood},
title = {Accountability of {AI} Under the Law: The Role of Explanation},
journal = {CoRR},
volume = {abs/1711.01134},
year = {2017},
url = {http://arxiv.org/abs/1711.01134},
eprinttype = {arXiv},
eprint = {1711.01134},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1711-01134.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1711-06178,
author = {Mike Wu and
Michael C. Hughes and
Sonali Parbhoo and
Maurizio Zazzi and
Volker Roth and
Finale Doshi{-}Velez},
title = {Beyond Sparsity: Tree Regularization of Deep Models for Interpretability},
journal = {CoRR},
volume = {abs/1711.06178},
year = {2017},
url = {http://arxiv.org/abs/1711.06178},
eprinttype = {arXiv},
eprint = {1711.06178},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1711-06178.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1711-09404,
author = {Andrew Slavin Ross and
Finale Doshi{-}Velez},
title = {Improving the Adversarial Robustness and Interpretability of Deep
Neural Networks by Regularizing their Input Gradients},
journal = {CoRR},
volume = {abs/1711.09404},
year = {2017},
url = {http://arxiv.org/abs/1711.09404},
eprinttype = {arXiv},
eprint = {1711.09404},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1711-09404.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1712-00499,
author = {Michael C. Hughes and
Gabriel Hope and
Leah Weiner and
Thomas H. McCoy Jr. and
Roy H. Perlis and
Erik B. Sudderth and
Finale Doshi{-}Velez},
title = {Prediction-Constrained Topic Models for Antidepressant Recommendation},
journal = {CoRR},
volume = {abs/1712.00499},
year = {2017},
url = {http://arxiv.org/abs/1712.00499},
eprinttype = {arXiv},
eprint = {1712.00499},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1712-00499.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/ElibolNLJHD16,
author = {Huseyin Melih Elibol and
Vincent Nguyen and
Scott W. Linderman and
Matthew J. Johnson and
Amna Hashmi and
Finale Doshi{-}Velez},
title = {Cross-Corpora Unsupervised Learning of Trajectories in Autism Spectrum
Disorders},
journal = {J. Mach. Learn. Res.},
volume = {17},
pages = {133:1--133:38},
year = {2016},
url = {http://jmlr.org/papers/v17/15-431.html},
timestamp = {Wed, 10 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/ElibolNLJHD16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/TranKD16,
author = {Dustin Tran and
Minjae Kim and
Finale Doshi{-}Velez},
editor = {Arthur Gretton and
Christian C. Robert},
title = {Spectral M-estimation with Applications to Hidden Markov Models},
booktitle = {Proceedings of the 19th International Conference on Artificial Intelligence
and Statistics, {AISTATS} 2016, Cadiz, Spain, May 9-11, 2016},
series = {{JMLR} Workshop and Conference Proceedings},
volume = {51},
pages = {1421--1430},
publisher = {JMLR.org},
year = {2016},
url = {http://proceedings.mlr.press/v51/tran16.html},
timestamp = {Wed, 29 May 2019 08:41:44 +0200},
biburl = {https://dblp.org/rec/conf/aistats/TranKD16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/coling/ShainBJKDMSS16,
author = {Cory Shain and
William Bryce and
Lifeng Jin and
Victoria Krakovna and
Finale Doshi{-}Velez and
Timothy A. Miller and
William Schuler and
Lane Schwartz},
editor = {Nicoletta Calzolari and
Yuji Matsumoto and
Rashmi Prasad},
title = {Memory-Bounded Left-Corner Unsupervised Grammar Induction on Child-Directed
Input},
booktitle = {{COLING} 2016, 26th International Conference on Computational Linguistics,
Proceedings of the Conference: Technical Papers, December 11-16, 2016,
Osaka, Japan},
pages = {964--975},
publisher = {{ACL}},
year = {2016},
url = {https://aclanthology.org/C16-1092/},
timestamp = {Fri, 06 Aug 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/coling/ShainBJKDMSS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/WangRDLKM16,
author = {Tong Wang and
Cynthia Rudin and
Finale Doshi{-}Velez and
Yimin Liu and
Erica Klampfl and
Perry MacNeille},
editor = {Francesco Bonchi and
Josep Domingo{-}Ferrer and
Ricardo Baeza{-}Yates and
Zhi{-}Hua Zhou and
Xindong Wu},
title = {Bayesian Rule Sets for Interpretable Classification},
booktitle = {{IEEE} 16th International Conference on Data Mining, {ICDM} 2016,
December 12-15, 2016, Barcelona, Spain},
pages = {1269--1274},
publisher = {{IEEE} Computer Society},
year = {2016},
url = {https://doi.org/10.1109/ICDM.2016.0171},
doi = {10.1109/ICDM.2016.0171},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icdm/WangRDLKM16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/Doshi-VelezK16,
author = {Finale Doshi{-}Velez and
George Dimitri Konidaris},
editor = {Subbarao Kambhampati},
title = {Hidden Parameter Markov Decision Processes: {A} Semiparametric Regression
Approach for Discovering Latent Task Parametrizations},
booktitle = {Proceedings of the Twenty-Fifth International Joint Conference on
Artificial Intelligence, {IJCAI} 2016, New York, NY, USA, 9-15 July
2016},
pages = {1432--1440},
publisher = {{IJCAI/AAAI} Press},
year = {2016},
url = {http://www.ijcai.org/Abstract/16/206},
timestamp = {Tue, 19 Nov 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ijcai/Doshi-VelezK16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/XiaPD16,
author = {Xide Xia and
Pavlos Protopapas and
Finale Doshi{-}Velez},
editor = {Sanjay Chawla Venkatasubramanian and
Wagner Meira Jr.},
title = {Cost-Sensitive Batch Mode Active Learning: Designing Astronomical
Observation by Optimizing Telescope Time and Telescope Choice},
booktitle = {Proceedings of the 2016 {SIAM} International Conference on Data Mining,
Miami, Florida, USA, May 5-7, 2016},
pages = {477--485},
publisher = {{SIAM}},
year = {2016},
url = {https://doi.org/10.1137/1.9781611974348.54},
doi = {10.1137/1.9781611974348.54},
timestamp = {Wed, 17 May 2017 14:24:53 +0200},
biburl = {https://dblp.org/rec/conf/sdm/XiaPD16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/mlhc/2016,
editor = {Finale Doshi{-}Velez and
Jim Fackler and
David C. Kale and
Byron C. Wallace and
Jenna Wiens},
title = {Proceedings of the 1st Machine Learning in Health Care, {MLHC} 2016,
Los Angeles, CA, USA, August 19-20, 2016},
series = {{JMLR} Workshop and Conference Proceedings},
volume = {56},
publisher = {JMLR.org},
year = {2016},
url = {http://proceedings.mlr.press/v56/},
timestamp = {Wed, 29 May 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/mlhc/2016.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/TranKD16,
author = {Dustin Tran and
Minjae Kim and
Finale Doshi{-}Velez},
title = {Spectral M-estimation with Applications to Hidden Markov Models},
journal = {CoRR},
volume = {abs/1603.08815},
year = {2016},
url = {http://arxiv.org/abs/1603.08815},
eprinttype = {arXiv},
eprint = {1603.08815},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/TranKD16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/PanD16,
author = {Weiwei Pan and
Finale Doshi{-}Velez},
title = {A Characterization of the Non-Uniqueness of Nonnegative Matrix Factorizations},
journal = {CoRR},
volume = {abs/1604.00653},
year = {2016},
url = {http://arxiv.org/abs/1604.00653},
eprinttype = {arXiv},
eprint = {1604.00653},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/PanD16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/DepewegHDU16,
author = {Stefan Depeweg and
Jos{\'{e}} Miguel Hern{\'{a}}ndez{-}Lobato and
Finale Doshi{-}Velez and
Steffen Udluft},
title = {Learning and Policy Search in Stochastic Dynamical Systems with Bayesian
Neural Networks},
journal = {CoRR},
volume = {abs/1605.07127},
year = {2016},
url = {http://arxiv.org/abs/1605.07127},
eprinttype = {arXiv},
eprint = {1605.07127},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/DepewegHDU16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/KrakovnaD16,
author = {Viktoriya Krakovna and
Finale Doshi{-}Velez},
title = {Increasing the Interpretability of Recurrent Neural Networks Using
Hidden Markov Models},
journal = {CoRR},
volume = {abs/1606.05320},
year = {2016},
url = {http://arxiv.org/abs/1606.05320},
eprinttype = {arXiv},
eprint = {1606.05320},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/KrakovnaD16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MasoodPD16,
author = {Arjumand Masood and
Weiwei Pan and
Finale Doshi{-}Velez},
title = {An Empirical Comparison of Sampling Quality Metrics: {A} Case Study
for Bayesian Nonnegative Matrix Factorization},
journal = {CoRR},
volume = {abs/1606.06250},
year = {2016},
url = {http://arxiv.org/abs/1606.06250},
eprinttype = {arXiv},
eprint = {1606.06250},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/MasoodPD16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/KrakovnaD16a,
author = {Viktoriya Krakovna and
Finale Doshi{-}Velez},
title = {Increasing the Interpretability of Recurrent Neural Networks Using
Hidden Markov Models},
journal = {CoRR},
volume = {abs/1611.05934},
year = {2016},
url = {http://arxiv.org/abs/1611.05934},
eprinttype = {arXiv},
eprint = {1611.05934},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/KrakovnaD16a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/KillianKD16,
author = {Taylor W. Killian and
George Dimitri Konidaris and
Finale Doshi{-}Velez},
title = {Transfer Learning Across Patient Variations with Hidden Parameter
Markov Decision Processes},
journal = {CoRR},
volume = {abs/1612.00475},
year = {2016},
url = {http://arxiv.org/abs/1612.00475},
eprinttype = {arXiv},
eprint = {1612.00475},
timestamp = {Tue, 19 Nov 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/KillianKD16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pami/Doshi-VelezPWR15,
author = {Finale Doshi{-}Velez and
David Pfau and
Frank D. Wood and
Nicholas Roy},
title = {Bayesian Nonparametric Methods for Partially-Observable Reinforcement
Learning},
journal = {{IEEE} Trans. Pattern Anal. Mach. Intell.},
volume = {37},
number = {2},
pages = {394--407},
year = {2015},
url = {https://doi.org/10.1109/TPAMI.2013.191},
doi = {10.1109/TPAMI.2013.191},
timestamp = {Wed, 14 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/pami/Doshi-VelezPWR15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/Doshi-VelezWA15,
author = {Finale Doshi{-}Velez and
Byron C. Wallace and
Ryan P. Adams},
editor = {Blai Bonet and
Sven Koenig},
title = {Graph-Sparse {LDA:} {A} Topic Model with Structured Sparsity},
booktitle = {Proceedings of the Twenty-Ninth {AAAI} Conference on Artificial Intelligence,
January 25-30, 2015, Austin, Texas, {USA}},
pages = {2575--2581},
publisher = {{AAAI} Press},
year = {2015},
url = {https://doi.org/10.1609/aaai.v29i1.9603},
doi = {10.1609/AAAI.V29I1.9603},
timestamp = {Mon, 18 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaai/Doshi-VelezWA15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/KimSD15,
author = {Been Kim and
Julie A. Shah and
Finale Doshi{-}Velez},
editor = {Corinna Cortes and
Neil D. Lawrence and
Daniel D. Lee and
Masashi Sugiyama and
Roman Garnett},
title = {Mind the Gap: {A} Generative Approach to Interpretable Feature Selection
and Extraction},
booktitle = {Advances in Neural Information Processing Systems 28: Annual Conference
on Neural Information Processing Systems 2015, December 7-12, 2015,
Montreal, Quebec, Canada},
pages = {2260--2268},
year = {2015},
url = {https://proceedings.neurips.cc/paper/2015/hash/82965d4ed8150294d4330ace00821d77-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/KimSD15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/WangRDLKM15,
author = {Tong Wang and
Cynthia Rudin and
Finale Doshi{-}Velez and
Yimin Liu and
Erica Klampfl and
Perry MacNeille},
title = {Or's of And's for Interpretable Classification, with Application to
Context-Aware Recommender Systems},
journal = {CoRR},
volume = {abs/1504.07614},
year = {2015},
url = {http://arxiv.org/abs/1504.07614},
eprinttype = {arXiv},
eprint = {1504.07614},
timestamp = {Mon, 22 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/WangRDLKM15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/Doshi-VelezKWW14,
author = {Finale Doshi{-}Velez and
David C. Kale and
Byron C. Wallace and
Jenna Wiens},
editor = {Finale Doshi{-}Velez and
David C. Kale and
Byron C. Wallace and
Jenna Wiens},
title = {Preface},
booktitle = {Modern Artificial Intelligence for Health Analytics, Papers from the
2014 {AAAI} Workshop, Qu{\'{e}}bec City, Qu{\'{e}}bec, Canada,
July 27, 2014},
series = {{AAAI} Technical Report},
volume = {{WS-14-08}},
publisher = {{AAAI}},
year = {2014},
url = {http://www.aaai.org/ocs/index.php/WS/AAAIW14/paper/view/8894},
timestamp = {Tue, 05 Sep 2023 08:59:27 +0200},
biburl = {https://dblp.org/rec/conf/aaai/Doshi-VelezKWW14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaifs/KonidarisD14,
author = {George Dimitri Konidaris and
Finale Doshi{-}Velez},
title = {Hidden Parameter Markov Decision Processes: An Emerging Paradigm for
Modeling Families of Related Tasks},
booktitle = {2014 {AAAI} Fall Symposia, Arlington, Virginia, USA, November 13-15,
2014},
publisher = {{AAAI} Press},
year = {2014},
url = {http://www.aaai.org/ocs/index.php/FSS/FSS14/paper/view/9203},
timestamp = {Tue, 19 Nov 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaifs/KonidarisD14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/GhassemiNDBJRS14,
author = {Marzyeh Ghassemi and
Tristan Naumann and
Finale Doshi{-}Velez and
Nicole Brimmer and
Rohit Joshi and
Anna Rumshisky and
Peter Szolovits},
editor = {Sofus A. Macskassy and
Claudia Perlich and
Jure Leskovec and
Wei Wang and
Rayid Ghani},
title = {Unfolding physiological state: mortality modelling in intensive care
units},
booktitle = {The 20th {ACM} {SIGKDD} International Conference on Knowledge Discovery
and Data Mining, {KDD} '14, New York, NY, {USA} - August 24 - 27,
2014},
pages = {75--84},
publisher = {{ACM}},
year = {2014},
url = {https://doi.org/10.1145/2623330.2623742},
doi = {10.1145/2623330.2623742},
timestamp = {Wed, 14 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/kdd/GhassemiNDBJRS14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/aaai/2014maiha,
editor = {Finale Doshi{-}Velez and
David C. Kale and
Byron C. Wallace and
Jenna Wiens},
title = {Modern Artificial Intelligence for Health Analytics, Papers from the
2014 {AAAI} Workshop, Qu{\'{e}}bec City, Qu{\'{e}}bec, Canada,
July 27, 2014},
series = {{AAAI} Technical Report},
volume = {{WS-14-08}},
publisher = {{AAAI}},
year = {2014},
url = {http://www.aaai.org/Library/Workshops/ws14-08.php},
timestamp = {Tue, 05 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaai/2014maiha.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/Doshi-VelezWA14,
author = {Finale Doshi{-}Velez and
Byron C. Wallace and
Ryan P. Adams},
title = {Graph-Sparse {LDA:} {A} Topic Model with Structured Sparsity},
journal = {CoRR},
volume = {abs/1410.4510},
year = {2014},
url = {http://arxiv.org/abs/1410.4510},
eprinttype = {arXiv},
eprint = {1410.4510},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/Doshi-VelezWA14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/Doshi-VelezK13,
author = {Finale Doshi{-}Velez and
George Dimitri Konidaris},
title = {Hidden Parameter Markov Decision Processes: {A} Semiparametric Regression
Approach for Discovering Latent Task Parametrizations},
journal = {CoRR},
volume = {abs/1308.3513},
year = {2013},
url = {http://arxiv.org/abs/1308.3513},
eprinttype = {arXiv},
eprint = {1308.3513},
timestamp = {Tue, 19 Nov 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/Doshi-VelezK13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/ndltd/DoshiVelez12,
author = {Finale Doshi{-}Velez},
title = {Bayesian nonparametric methods for reinforcement learning in partially
observable domains},
school = {Massachusetts Institute of Technology, Cambridge, MA, {USA}},
year = {2012},
url = {https://hdl.handle.net/1721.1/75631},
timestamp = {Wed, 04 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/phd/ndltd/DoshiVelez12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ai/Doshi-VelezPR12,
author = {Finale Doshi{-}Velez and
Joelle Pineau and
Nicholas Roy},
title = {Reinforcement learning with limited reinforcement: Using Bayes risk
for active learning in POMDPs},
journal = {Artif. Intell.},
volume = {187},
pages = {115--132},
year = {2012},
url = {https://doi.org/10.1016/j.artint.2012.04.006},
doi = {10.1016/J.ARTINT.2012.04.006},
timestamp = {Sat, 27 May 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ai/Doshi-VelezPR12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/JosephDR12,
author = {Joshua Mason Joseph and
Finale Doshi{-}Velez and
Nicholas Roy},
title = {A Bayesian nonparametric approach to modeling battery health},
booktitle = {{IEEE} International Conference on Robotics and Automation, {ICRA}
2012, 14-18 May, 2012, St. Paul, Minnesota, {USA}},
pages = {1876--1882},
publisher = {{IEEE}},
year = {2012},
url = {https://doi.org/10.1109/ICRA.2012.6225178},
doi = {10.1109/ICRA.2012.6225178},
timestamp = {Wed, 16 Oct 2019 14:14:51 +0200},
biburl = {https://dblp.org/rec/conf/icra/JosephDR12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1205-2650,
author = {Finale Doshi{-}Velez and
Zoubin Ghahramani},
title = {Correlated Non-Parametric Latent Feature Models},
journal = {CoRR},
volume = {abs/1205.2650},
year = {2012},
url = {http://arxiv.org/abs/1205.2650},
eprinttype = {arXiv},
eprint = {1205.2650},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1205-2650.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aim/BullerCDDDEFGHMMMRSSSSTU11,
author = {Mark Buller and
Paul Cuddihy and
Ernest Davis and
Patrick Doherty and
Finale Doshi{-}Velez and
Esra Erdem and
Douglas H. Fisher and
Nancy L. Green and
Knut Hinkelmann and
Mary Lou Maher and
James McLurkin and
Rajiv T. Maheswaran and
Sara Rubinelli and
Nathan Schurr and
Donia Scott and
Dylan A. Shell and
Pedro A. Szekely and
Barbara Th{\"{o}}nssen and
Arnold B. Urken},
title = {Reports of the {AAAI} 2011 Spring Symposia},
journal = {{AI} Mag.},
volume = {32},
number = {3},
pages = {119--127},
year = {2011},
url = {https://doi.org/10.1609/aimag.v32i3.2370},
doi = {10.1609/AIMAG.V32I3.2370},
timestamp = {Mon, 22 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/aim/BullerCDDDEFGHMMMRSSSSTU11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/arobots/JosephDHR11,
author = {Joshua Mason Joseph and
Finale Doshi{-}Velez and
Albert S. Huang and
Nicholas Roy},
title = {A Bayesian nonparametric approach to modeling motion patterns},
journal = {Auton. Robots},
volume = {31},
number = {4},
pages = {383--400},
year = {2011},
url = {https://doi.org/10.1007/s10514-011-9248-x},
doi = {10.1007/S10514-011-9248-X},
timestamp = {Thu, 18 May 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/arobots/JosephDHR11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/BullerCD11,
author = {Mark Buller and
Paul Cuddihy and
Finale Doshi{-}Velez},
title = {Organizing Committee},
booktitle = {Computational Physiology, Papers from the 2011 {AAAI} Spring Symposium,
Technical Report SS-11-04, Stanford, California, USA, March 21-23,
2011},
publisher = {{AAAI}},
year = {2011},
url = {http://www.aaai.org/ocs/index.php/SSS/SSS11/paper/view/2660},
timestamp = {Mon, 13 Feb 2012 17:06:00 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/BullerCD11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cogsci/Doshi-VelezG11,
author = {Finale Doshi{-}Velez and
Zoubin Ghahramani},
editor = {Laura A. Carlson and
Christoph H{\"{o}}lscher and
Thomas F. Shipley},
title = {A Comparison of Human and Agent Reinforcement Learning in Partially
Observable Domains},
booktitle = {Proceedings of the 33th Annual Meeting of the Cognitive Science Society,
CogSci 2011, Boston, Massachusetts, USA, July 20-23, 2011},
publisher = {cognitivesciencesociety.org},
year = {2011},
url = {https://mindmodeling.org/cogsci2011/papers/0625/index.html},
timestamp = {Wed, 17 Apr 2024 12:44:29 +0200},
biburl = {https://dblp.org/rec/conf/cogsci/Doshi-VelezG11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/GeramifardDRRH11,
author = {Alborz Geramifard and
Finale Doshi and
Josh Redding and
Nicholas Roy and
Jonathan P. How},
editor = {Lise Getoor and
Tobias Scheffer},
title = {Online Discovery of Feature Dependencies},
booktitle = {Proceedings of the 28th International Conference on Machine Learning,
{ICML} 2011, Bellevue, Washington, USA, June 28 - July 2, 2011},
pages = {881--888},
publisher = {Omnipress},
year = {2011},
url = {https://icml.cc/2011/papers/473\_icmlpaper.pdf},
timestamp = {Wed, 03 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/GeramifardDRRH11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/DoshiWTR11,
author = {Finale Doshi and
David Wingate and
Joshua B. Tenenbaum and
Nicholas Roy},
editor = {Lise Getoor and
Tobias Scheffer},
title = {Infinite Dynamic Bayesian Networks},
booktitle = {Proceedings of the 28th International Conference on Machine Learning,
{ICML} 2011, Bellevue, Washington, USA, June 28 - July 2, 2011},
pages = {913--920},
publisher = {Omnipress},
year = {2011},
url = {https://icml.cc/2011/papers/483\_icmlpaper.pdf},
timestamp = {Wed, 03 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/DoshiWTR11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/Doshi-Velez10,
author = {Finale Doshi{-}Velez},
editor = {Maria Fox and
David Poole},
title = {Nonparametric Bayesian Approaches for Reinforcement Learning in Partially
Observable Domains},
booktitle = {Proceedings of the Twenty-Fourth {AAAI} Conference on Artificial Intelligence,
{AAAI} 2010, Atlanta, Georgia, USA, July 11-15, 2010},
publisher = {{AAAI} Press},
year = {2010},
url = {http://www.aaai.org/ocs/index.php/DC/DC10/paper/view/1621},
timestamp = {Mon, 04 Sep 2023 16:23:45 +0200},
biburl = {https://dblp.org/rec/conf/aaai/Doshi-Velez10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/JosephDR10,
author = {Joshua Mason Joseph and
Finale Doshi{-}Velez and
Nicholas Roy},
editor = {Maria Fox and
David Poole},
title = {A Bayesian Nonparametric Approach to Modeling Mobility Patterns},
booktitle = {Proceedings of the Twenty-Fourth {AAAI} Conference on Artificial Intelligence,
{AAAI} 2010, Atlanta, Georgia, USA, July 11-15, 2010},
pages = {1587--1593},
publisher = {{AAAI} Press},
year = {2010},
url = {https://doi.org/10.1609/aaai.v24i1.7721},
doi = {10.1609/AAAI.V24I1.7721},
timestamp = {Mon, 04 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaai/JosephDR10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/Doshi-VelezWRT10,
author = {Finale Doshi{-}Velez and
David Wingate and
Nicholas Roy and
Joshua B. Tenenbaum},
editor = {John D. Lafferty and
Christopher K. I. Williams and
John Shawe{-}Taylor and
Richard S. Zemel and
Aron Culotta},
title = {Nonparametric Bayesian Policy Priors for Reinforcement Learning},
booktitle = {Advances in Neural Information Processing Systems 23: 24th Annual
Conference on Neural Information Processing Systems 2010. Proceedings
of a meeting held 6-9 December 2010, Vancouver, British Columbia,
Canada},
pages = {532--540},
publisher = {Curran Associates, Inc.},
year = {2010},
url = {https://proceedings.neurips.cc/paper/2010/hash/c44e503833b64e9f27197a484f4257c0-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/Doshi-VelezWRT10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/Doshi-VelezG09,
author = {Finale Doshi{-}Velez and
Zoubin Ghahramani},
editor = {Andrea Pohoreckyj Danyluk and
L{\'{e}}on Bottou and
Michael L. Littman},
title = {Accelerated sampling for the Indian Buffet Process},
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 = {273--280},
publisher = {{ACM}},
year = {2009},
url = {https://doi.org/10.1145/1553374.1553409},
doi = {10.1145/1553374.1553409},
timestamp = {Tue, 06 Nov 2018 16:58:29 +0100},
biburl = {https://dblp.org/rec/conf/icml/Doshi-VelezG09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/Doshi-Velez09,
author = {Finale Doshi{-}Velez},
editor = {Yoshua Bengio and
Dale Schuurmans and
John D. Lafferty and
Christopher K. I. Williams and
Aron Culotta},
title = {The Infinite Partially Observable Markov Decision Process},
booktitle = {Advances in Neural Information Processing Systems 22: 23rd Annual
Conference on Neural Information Processing Systems 2009. Proceedings
of a meeting held 7-10 December 2009, Vancouver, British Columbia,
Canada},
pages = {477--485},
publisher = {Curran Associates, Inc.},
year = {2009},
url = {https://proceedings.neurips.cc/paper/2009/hash/ebd9629fc3ae5e9f6611e2ee05a31cef-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/Doshi-Velez09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/Doshi-VelezKMG09,
author = {Finale Doshi{-}Velez and
David A. Knowles and
Shakir Mohamed and
Zoubin Ghahramani},
editor = {Yoshua Bengio and
Dale Schuurmans and
John D. Lafferty and
Christopher K. I. Williams and
Aron Culotta},
title = {Large Scale Nonparametric Bayesian Inference: Data Parallelisation
in the Indian Buffet Process},
booktitle = {Advances in Neural Information Processing Systems 22: 23rd Annual
Conference on Neural Information Processing Systems 2009. Proceedings
of a meeting held 7-10 December 2009, Vancouver, British Columbia,
Canada},
pages = {1294--1302},
publisher = {Curran Associates, Inc.},
year = {2009},
url = {https://proceedings.neurips.cc/paper/2009/hash/1f50893f80d6830d62765ffad7721742-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/Doshi-VelezKMG09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/Doshi-VelezG09,
author = {Finale Doshi{-}Velez and
Zoubin Ghahramani},
editor = {Jeff A. Bilmes and
Andrew Y. Ng},
title = {Correlated Non-Parametric Latent Feature Models},
booktitle = {{UAI} 2009, Proceedings of the Twenty-Fifth Conference on Uncertainty
in Artificial Intelligence, Montreal, QC, Canada, June 18-21, 2009},
pages = {143--150},
publisher = {{AUAI} Press},
year = {2009},
url = {https://www.auai.org/uai2009/papers/UAI2009\_0124\_af84d75c61d4cdc131085ef6fdb0eca1.pdf},
timestamp = {Tue, 25 Oct 2022 12:03:45 +0200},
biburl = {https://dblp.org/rec/conf/uai/Doshi-VelezG09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/jmlr/DoshiMGT09,
author = {Finale Doshi and
Kurt Miller and
Jurgen Van Gael and
Yee Whye Teh},
editor = {David A. Van Dyk and
Max Welling},
title = {Variational Inference for the Indian Buffet Process},
booktitle = {Proceedings of the Twelfth International Conference on Artificial
Intelligence and Statistics, {AISTATS} 2009, Clearwater Beach, Florida,
USA, April 16-18, 2009},
series = {{JMLR} Proceedings},
volume = {5},
pages = {137--144},
publisher = {JMLR.org},
year = {2009},
url = {http://proceedings.mlr.press/v5/doshi09a.html},
timestamp = {Wed, 29 May 2019 08:41:44 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/DoshiMGT09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/connection/DoshiR08,
author = {Finale Doshi and
Nicholas Roy},
title = {Spoken language interaction with model uncertainty: an adaptive human-robot
interaction system},
journal = {Connect. Sci.},
volume = {20},
number = {4},
pages = {299--318},
year = {2008},
url = {https://doi.org/10.1080/09540090802413145},
doi = {10.1080/09540090802413145},
timestamp = {Fri, 26 May 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/connection/DoshiR08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/DoshiR08,
author = {Finale Doshi and
Nicholas Roy},
editor = {Lin Padgham and
David C. Parkes and
J{\"{o}}rg P. M{\"{u}}ller and
Simon Parsons},
title = {The permutable {POMDP:} fast solutions to POMDPs for preference elicitation},
booktitle = {7th International Joint Conference on Autonomous Agents and Multiagent
Systems {(AAMAS} 2008), Estoril, Portugal, May 12-16, 2008, Volume
1},
pages = {493--500},
publisher = {{IFAAMAS}},
year = {2008},
url = {https://dl.acm.org/citation.cfm?id=1402454},
timestamp = {Fri, 30 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/atal/DoshiR08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/DoshiPR08,
author = {Finale Doshi and
Joelle Pineau and
Nicholas Roy},
editor = {William W. Cohen and
Andrew McCallum and
Sam T. Roweis},
title = {Reinforcement learning with limited reinforcement: using Bayes risk
for active learning in POMDPs},
booktitle = {Machine Learning, Proceedings of the Twenty-Fifth International Conference
{(ICML} 2008), Helsinki, Finland, June 5-9, 2008},
series = {{ACM} International Conference Proceeding Series},
volume = {307},
pages = {256--263},
publisher = {{ACM}},
year = {2008},
url = {https://doi.org/10.1145/1390156.1390189},
doi = {10.1145/1390156.1390189},
timestamp = {Tue, 06 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/DoshiPR08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/isaim/DoshiPR08,
author = {Finale Doshi and
Joelle Pineau and
Nicholas Roy},
title = {Reinforcement Learning with Limited Reinforcement: Using Bayes Risk
for Active Learning in POMDPs},
booktitle = {International Symposium on Artificial Intelligence and Mathematics,
{ISAIM} 2008, Fort Lauderdale, Florida, USA, January 2-4, 2008},
year = {2008},
url = {http://isaim2008.unl.edu/PAPERS/TechnicalProgram/ISAIM2008\_0044\_849d5727b40e38c8777f196c57cb519e.pdf},
timestamp = {Thu, 12 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/isaim/DoshiPR08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaiss/DoshiR07,
author = {Finale Doshi and
Nicholas Roy},
title = {Efficient Model Learning for Dialog Management},
booktitle = {Multidisciplinary Collaboration for Socially Assistive Robotics, Papers
from the 2007 {AAAI} Spring Symposium, Technical Report SS-07-07,
Stanford, California, USA, March 26-28, 2007},
pages = {7--14},
publisher = {{AAAI}},
year = {2007},
url = {http://www.aaai.org/Library/Symposia/Spring/2007/ss07-07-002.php},
timestamp = {Fri, 17 Feb 2012 14:15:32 +0100},
biburl = {https://dblp.org/rec/conf/aaaiss/DoshiR07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/hri/DoshiR07,
author = {Finale Doshi and
Nicholas Roy},
editor = {Cynthia Breazeal and
Alan C. Schultz and
Terry Fong and
Sara B. Kiesler},
title = {Efficient model learning for dialog management},
booktitle = {Proceedings of the Second {ACM} {SIGCHI/SIGART} Conference on Human-Robot
Interaction, {HRI} 2007, Arlington, Virginia, USA, March 10-12, 2007},
pages = {65--72},
publisher = {{ACM}},
year = {2007},
url = {https://doi.org/10.1145/1228716.1228726},
doi = {10.1145/1228716.1228726},
timestamp = {Tue, 06 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/hri/DoshiR07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iros/DoshiBSKRTR07,
author = {Finale Doshi and
Emma Brunskill and
Alexander C. Shkolnik and
Thomas Kollar and
Khashayar Rohanimanesh and
Russ Tedrake and
Nicholas Roy},
title = {Collision detection in legged locomotion using supervised learning},
booktitle = {2007 {IEEE/RSJ} International Conference on Intelligent Robots and
Systems, October 29 - November 2, 2007, Sheraton Hotel and Marina,
San Diego, California, {USA}},
pages = {317--322},
publisher = {{IEEE}},
year = {2007},
url = {https://doi.org/10.1109/IROS.2007.4399538},
doi = {10.1109/IROS.2007.4399538},
timestamp = {Wed, 16 Oct 2019 14:14:51 +0200},
biburl = {https://dblp.org/rec/conf/iros/DoshiBSKRTR07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
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