A Unified View of Group Fairness Tradeoffs Using Partial Information Decomposition

Faisal Hamman, Sanghamitra Dutta

This paper introduces a novel information-theoretic perspective on the relationship between prominent group fairness notions in machine learning, namely statistical parity, equaliz…