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Related Questions
- What is the relationship between permutation importance and feature importance in machine learning models?
- Can you explain the concept of permutation importance in the context of random forests and gradient boosting?
- How do feature importance values calculated by permutation importance and feature importance differ in random forests?
- What is the key assumption underlying permutation importance in gradient boosting?
- Can you provide an example of how permutation importance is used to evaluate the impact of a feature on a model's predictions?
- How does the concept of permutation importance relate to SHAP values in model interpretability?
- Can you discuss the advantages and limitations of using permutation importance for feature selection in machine learning models?
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