Fiona Katharina Ewald

A Guide to Feature Importance Methods for Scientific Inference

2024 · Communications in computer and information science

Abstract While machine learning (ML) models are increasingly used due to their high predictive power, their use in understanding the data-generating process (DGP) is limited. Understanding the DGP requires insights into feature-target associations, which many …