Obtaining fairness using optimal transport theory

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Obtaining fairness using optimal transport theory

8 June 2018

Paula Gordaliza

Jean-Michel Loubes

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Papers citing "Obtaining fairness using optimal transport theory"

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Title
FlipTest: Fairness Testing via Optimal Transport Emily Black Samuel Yeom Matt Fredrikson 162 96 0 21 Jun 2019
Local Bures-Wasserstein Transport: A Practical and Fast Mapping Approximation Andrés Hoyos-Idrobo OT 16 0 0 19 Jun 2019
Minimax estimation of smooth optimal transport maps Jan-Christian Hütter Philippe Rigollet OT 71 28 0 14 May 2019
Attraction-Repulsion clustering with applications to fairness E. del Barrio Hristo Inouzhe Jean-Michel Loubes FaML 57 2 0 10 Apr 2019
Fairness for Robust Log Loss Classification Ashkan Rezaei Rizal Fathony Omid Memarrast Brian Ziebart FaML 60 8 0 10 Mar 2019
Noise-tolerant fair classification A. Lamy Ziyuan Zhong A. Menon Nakul Verma NoLa 96 77 0 30 Jan 2019
Repairing without Retraining: Avoiding Disparate Impact with Counterfactual Distributions Hao Wang Berk Ustun Flavio du Pin Calmon FaML 114 85 0 29 Jan 2019
Fairness risk measures Robert C. Williamson A. Menon FaML 163 142 0 24 Jan 2019
Confidence Intervals for Testing Disparate Impact in Fair Learning Philippe C. Besse E. del Barrio Paula Gordaliza Jean-Michel Loubes CML 56 18 0 17 Jul 2018