Fairness in multi-class multi-group classification problems via contextial coherent risk measures

Darinka Dentcheva, Xiangyu Tian

We propose a new design of fair classifiers for multi-class classification problems in the presence of vector-valued sensitive attributes. In that scenario each sensitive attribute…