Fairness-Aware Learning for Continuous Attributes and Treatments

Jérémie Mary, Clément Calauzènes, Noureddine El Karoui

Abstract: We address the problem of algorithmic fairness: ensuring that the outcome of a classifier is not biased towards certain values of sensitive variables such as age, race or gender. As common fairness...