Peter Winston Michalak

Beyond Adult and COMPAS: Fair Multi-Class Prediction via Information Projection

We consider the problem of producing fair probabilistic classifiers for multi-class classification tasks. We formulate this problem in terms of ``projecting'' a pre-trained (and potentially unfair) classifier onto the set of models that satisfy target group-fairness requirements. The new, projected…