Bayes-Optimal Fair Classification with Linear Disparity Constraints via Pre-, In-, and Post-processing

Xianli Zeng, Kevin Jiang, Guang Cheng +1

Machine learning algorithms may have disparate impacts on protected groups. To address this, we develop methods for Bayes-optimal fair classification, aiming to minimize classifica…