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Related Questions
- How do permutation importance and SHAP values handle correlated features in the model?
- Can you explain the differences in how permutation importance and SHAP values account for correlations between features?
- How do correlated features impact the interpretability of permutation importance and SHAP values?
- Can you provide examples or scenarios where permutation importance and SHAP values may mislead due to correlated features?
- How can modelers adjust permutation importance and SHAP values to better account for correlated features?
- What are the implications of ignoring correlated features when calculating permutation importance and SHAP values?
- Are there any specific techniques or methods that can help alleviate the impact of correlated features on permutation importance and SHAP values?
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