Empirische Inferenz Probabilistic Learning Group Conference Paper 2020

Model-Agnostic Counterfactual Explanations for Consequential Decisions

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
Project(s):
Bibtex Type: Conference Paper (conference)
Event Place: Virtual Conference
State: Published
URL: http://proceedings.mlr.press/v108/karimi20a.html
Electronic Archiving: grant_archive
Links:

BibTex

@conference{KarBarBalVal20,
  title = {Model-Agnostic Counterfactual Explanations for Consequential Decisions},
  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},
  slug = {karbarbalval20},
  author = {Karimi, A.-H. and Barthe, G. and Balle, B. and Valera, I.},
  url = {http://proceedings.mlr.press/v108/karimi20a.html},
  month_numeric = {8}
}