Vincent Pisztora

Learning Performance Maximizing Ensembles with Explainability Guarantees

In this paper we propose a method for the optimal allocation of observations between an intrinsically explainable glass box model and a black box model. An optimal allocation being defined as one which, for any given explainability level (i.e. the proportion of observations for which the explainable…