Partially Interpretable Estimators (PIE): Black-Box-Refined Interpretable Machine Learning

Tong Wang, Jingyi Yang, Yunyi Li +1

We propose Partially Interpretable Estimators (PIE) which attribute a prediction to individual features via an interpretable model, while a (possibly) small part of the PIE predict…