Fair Regression: Quantitative Definitions and Reduction-Based Algorithms

Alekh Agarwal, Miroslav Dudík, Zhiwei Steven Wu

Abstract: In this paper, we study the prediction of a real-valued target, such as a risk score or recidivism rate, while guaranteeing a quantitative notion of fairness with respect to a protected attribute s...