Learning Individually Fair Classifier with Path-Specific Causal-Effect Constraint

Yoichi Chikahara, Shinsaku Sakaue, Akinori Fujino, Hisashi Kashima. Learning Individually Fair Classifier with Path-Specific Causal-Effect Constraint. In Arindam Banerjee 0001, Kenji Fukumizu, editors, The 24th International Conference on Artificial Intelligence and Statistics, AISTATS 2021, April 13-15, 2021, Virtual Event. Volume 130 of Proceedings of Machine Learning Research, pages 145-153, PMLR, 2021. [doi]

Authors

Yoichi Chikahara

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Shinsaku Sakaue

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Akinori Fujino

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Hisashi Kashima

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