Statistical Guarantees for Fairness Aware Plug-In Algorithms

no code implementations • 27 Jul 2021 • Drona Khurana, Srinivasan Ravichandran, Sparsh Jain, Narayanan Unny Edakunni

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

Binary Classification Fairness

FairXGBoost: Fairness-aware Classification in XGBoost

no code implementations • 3 Sep 2020 • Srinivasan Ravichandran, Drona Khurana, Bharath Venkatesh, Narayanan Unny Edakunni

Highly regulated domains such as finance have long favoured the use of machine learning algorithms that are scalable, transparent, robust and yield better performance.

Classification Fairness +1