FairTree: Subgroup Fairness Auditing of Machine Learning Models with Bias-Variance Decomposition

Rudolf Debelak

The evaluation of machine learning models typically relies mainly on performance metrics based on loss functions, which risk to overlook changes in performance in relevant subgroup…