Debiasing Machine Learning Models by Using Weakly Supervised Learning

Renan D. B. Brotto, Jean-Michel Loubes, Laurent Risser +3

We tackle the problem of bias mitigation of algorithmic decisions in a setting where both the output of the algorithm and the sensitive variable are continuous. Most of prior work…