Impurity Importance — Glossary
Impurity Importance
Parameterrun_impurity
Definition
Mean decrease in impurity importance computed inside tree-based models. Fast and built-in, but biased toward high-cardinality features.
Examples
Enable for tree models (Random Forest, GBM).