AcME - Accelerated model-agnostic explanations: Fast whitening of the machine-learning black box

David Dandolo, Chiara Masiero, Mattia Carletti, Davide Dalle Pezze, Gian Antonio Susto

Abstract: Highlights•AcME, a new interpretability approach for Machine Learning, is proposed.•AcME is a model-agnostic, global and local approach.•AcME allows fast computational time w.r.t. to state-of-the-art approaches.•The effectiveness of AcME is demonstrated on both synthetic and real data.