Empirical Risk Minimization under Fairness Constraints

Michele Donini, Luca Oneto, Shai Ben-David +2

We address the problem of algorithmic fairness: ensuring that sensitive variables do not unfairly influence the outcome of a classifier. We present an approach based on empirical r…