Fair and Interpretable Minipatch Boosting: Balancing Accuracy and Fairness

FAIR MP-BOOST is a novel stochastic boosting algorithm that adaptively learns features and observations to balance fairness and accuracy, while providing intrinsic interpretations of feature importance and leverage points.