Feature-based Learning for Diverse and Privacy-Preserving Counterfactual Explanations

Author:

Vo Vy1ORCID,Le Trung1ORCID,Nguyen Van1ORCID,Zhao He2ORCID,Bonilla Edwin V.2ORCID,Haffari Gholamreza1ORCID,Phung Dinh1ORCID

Affiliation:

1. Monash University, Melbourne, VIC, Australia

2. CSIRO's Data61, Sydney, NSW, Australia

Funder

Australian Research Council

US Airforce

Publisher

ACM

Reference55 articles.

1. A Comparison of Regression Models for Prediction of Graduate Admissions

2. Ulrich Aïvodji , Alexandre Bolot , and Sébastien Gambs . 2020. Model extraction from counterfactual explanations. arXiv preprint arXiv:2009.01884 ( 2020 ). Ulrich Aïvodji, Alexandre Bolot, and Sébastien Gambs. 2020. Model extraction from counterfactual explanations. arXiv preprint arXiv:2009.01884 (2020).

3. Hiring by Algorithm

4. Leo Breiman , Jerome H Friedman , Richard A Olshen , and Charles J Stone . 2017. Classification and regression trees . Routledge . Leo Breiman, Jerome H Friedman, Richard A Olshen, and Charles J Stone. 2017. Classification and regression trees. Routledge.

5. Ngoc Bui , Duy Nguyen , and Viet Anh Nguyen . 2022. Counterfactual Plans under Distributional Ambiguity. arXiv preprint arXiv:2201.12487 ( 2022 ). Ngoc Bui, Duy Nguyen, and Viet Anh Nguyen. 2022. Counterfactual Plans under Distributional Ambiguity. arXiv preprint arXiv:2201.12487 (2022).

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