Fairness without Harm: Decoupled Classifiers with Preference Guarantees

Berk Ustun, Yang Liu, David Parkes. Fairness without Harm: Decoupled Classifiers with Preference Guarantees. In Kamalika Chaudhuri, Ruslan Salakhutdinov, editors, Proceedings of the 36th International Conference on Machine Learning, ICML 2019, 9-15 June 2019, Long Beach, California, USA. Volume 97 of Proceedings of Machine Learning Research, pages 6373-6382, PMLR, 2019. [doi]

Authors

Berk Ustun

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Yang Liu

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David Parkes

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