Accurate estimation of feature importance faithfulness for tree models

Mateusz Gajewski, Adam Karczmarz, Mateusz Rapicki +1

In this paper, we consider a perturbation-based metric of predictive faithfulness of feature rankings (or attributions) that we call PGI squared. When applied to decision tree-base…