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Model-Agnostic Counterfactual Explanations for Consequential Decisions

2020

Conference Paper

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Author(s): Karimi, A.-H. and Barthe, G. and Balle, B. and Valera, I.
Book Title: Proceedings of the 23rd International Conference on Artificial Intelligence and Statistics (AISTATS)
Volume: 108
Pages: 895--905
Year: 2020
Month: August

Series: Proceedings of Machine Learning Research
Editors: Silvia Chiappa and Roberto Calandra
Publisher: PMLR

Department(s): Empirical Inference, Probabilistic Learning Group
Bibtex Type: Conference Paper (conference)

Event Place: Virtual Conference

State: Published
URL: http://proceedings.mlr.press/v108/karimi20a.html

Links: arXiv

BibTex

@conference{KarBarBalVal20,
  title = {Model-Agnostic Counterfactual Explanations for Consequential Decisions},
  author = {Karimi, A.-H. and Barthe, G. and Balle, B. and Valera, I.},
  booktitle = {Proceedings of the 23rd International Conference on Artificial Intelligence and Statistics (AISTATS)},
  volume = {108},
  pages = {895--905},
  series = {Proceedings of Machine Learning Research},
  editors = {Silvia Chiappa and Roberto Calandra},
  publisher = {PMLR},
  month = aug,
  year = {2020},
  url = {http://proceedings.mlr.press/v108/karimi20a.html},
  month_numeric = {8}
}