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Related Questions
- What are some common pitfalls to avoid when interpreting feature permutation importance in the presence of feature interactions?
- How does the presence of feature interactions affect the interpretation of permutation importance in machine learning models?
- Can you explain the difference between permutation importance and SHAP values in the context of feature interactions?
- What are some strategies for handling feature interactions when interpreting permutation importance in permutation feature importance methods?
- How can feature interactions lead to misleading interpretations of permutation importance in certain machine learning models?
- What are some common assumptions that need to be checked when interpreting permutation importance in the presence of feature interactions?
- Can you provide examples of feature interactions that can lead to incorrect interpretations of permutation importance in machine learning models?
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