Permutation Importance — Glossary

permutation_importance

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Definition

Model-agnostic importance: shuffle one feature, measure the performance drop. Unbiased compared to impurity importance but slower to compute.

Examples

Shuffling ENV_PH drops R² by 0.08.

Related terms

Feature Importance Permutation Repeats Permutation Test