Interpretable & Explorable Approximations of Black Box Models

Himabindu Lakkaraju, Ece Kamar, Rich Caruana +1

We propose Black Box Explanations through Transparent Approximations (BETA), a novel model agnostic framework for explaining the behavior of any black-box classifier by simultaneou…