Statistical Guarantees for Fairness Aware Plug-In Algorithms

Drona Khurana, Srinivasan Ravichandran, Sparsh Jain +1

A plug-in algorithm to estimate Bayes Optimal Classifiers for fairness-aware binary classification has been proposed in (Menon & Williamson, 2018). However, the statistical efficac…