[3L5-GS-11] AI and Society

[3L5-GS-11-05] On the Impossibility of Formal Fairness Criteria

〇Toshihiro Kamishima¹ (1. National Institute of Advanced Science and Technology (AIST))

Keywords:fairness, machine learning

We first enumerate the formal fairness criteria that can be mathematically available, and show which criteria cannot be satisfied simultaneously. We discuss these criteria are mutually exclusive, even though the condition of these criteria is relaxed.