LOCO Feature Importance Inference without Data Splitting via Minipatch Ensembles

Luqin Gan, Lili Zheng, Genevera I. Allen

Feature importance inference is critical for the interpretability and reliability of machine learning models. There has been increasing interest in developing model-agnostic approa…