Fairness in Supervised Learning: An Information Theoretic Approach

AmirEmad Ghassami, Sajad Khodadadian, Negar Kiyavash

Automated decision making systems are increasingly being used in real-world applications. In these systems for the most part, the decision rules are derived by minimizing the train…