Towards Provably Fair Machine Learning: Bayesian Approaches For Consistent and Transparent Predictions

Owen O'Neill, Fintan Costello

ML classifiers deployed in high-stakes domains produce predictions whose quality varies systematically across subgroups. For granular subgroups defined by intersections of multiple…