An Empirical Study on Learning Fairness Metrics for COMPAS Data with Human Supervision

Hanchen Wang, Nina Grgic-Hlaca, Preethi Lahoti +2

The notion of individual fairness requires that similar people receive similar treatment. However, this is hard to achieve in practice since it is difficult to specify the appropri…