Relating the Partial Dependence Plot and Permutation Feature Importance to the Data Generating Process

Abstract Scientists and practitioners increasingly rely on machine learning to model data and draw conclusions. Compared to statistical modeling approaches, machine learning makes fewer explicit assumptions about data structures, such as linearity. Consequently, the parameters of machine learning mo... View More