A Formal Framework to Characterize Interpretability of Procedures

Amit Dhurandhar, Vijay Iyengar, Ronny Luss +1

We provide a novel notion of what it means to be interpretable, looking past the usual association with human understanding. Our key insight is that interpretability is not an abso…