Decoupled classifiers for fair and efficient machine learning

Cynthia Dwork, Nicole Immorlica, Adam Tauman Kalai +1

When it is ethical and legal to use a sensitive attribute (such as gender or race) in machine learning systems, the question remains how to do so. We show that the naive applicatio…