Leveraging Labeled and Unlabeled Data for Consistent Fair Binary Classification

Evgenii Chzhen, Christophe Denis, Mohamed Hebiri +2

We study the problem of fair binary classification using the notion of Equal Opportunity. It requires the true positive rate to distribute equally across the sensitive groups. With…