Augmented Fairness: An Interpretable Model Augmenting Decision-Makers' Fairness

Tong Wang, Maytal Saar-Tsechansky

We propose a model-agnostic approach for mitigating the prediction bias of a black-box decision-maker, and in particular, a human decision-maker. Our method detects in the feature…