Obtaining Fairness using Optimal Transport Theory

Paula Gordaliza, Eustasio del Barrio, Fabrice Gamboa, Jean-Michel Loubes

Abstract: In the fair classification setup, we recast the links between fairness and predictability in terms of probability metrics. We analyze repair methods based on mapping conditional distributions to th...