Mateusz Rapicki

Accurate Estimation of Feature Importance Faithfulness for Tree Models

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-based regression models, the metric can be computed exactly and efficiently for arbitrary independent feature pertu…