Aggregate Models, Not Explanations: Improving Feature Importance Estimation

Joseph Paillard, Angel Reyero Lobo, Denis A. Engemann +1

Feature-importance methods show promise in transforming machine learning models from predictive engines into tools for scientific discovery. However, due to data sampling and algor…