From Human Explanation to Model Interpretability: A Framework Based on Weight of Evidence

David Alvarez-Melis, Harmanpreet Kaur, Hal Daumé +2

We take inspiration from the study of human explanation to inform the design and evaluation of interpretability methods in machine learning. First, we survey the literature on huma…