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Related Questions
- Can you explain the concept of feature permutation importance and how it relates to understanding feature importance in machine learning models?
- How do interaction terms in a model affect the interpretation of feature permutation importance, and vice versa?
- In what situations is it necessary to consider both feature permutation importance and interaction terms when analyzing complex relationships between features and the target variable?
- Can you provide examples of how feature permutation importance and interaction terms can be used together to gain a deeper understanding of a model's behavior?
- How do feature permutation importance and interaction terms interact when dealing with high-dimensional feature spaces and non-linear relationships?
- What are the limitations of relying solely on feature permutation importance or interaction terms when trying to understand complex relationships between features and the target variable?
- Can you discuss the relationship between feature permutation importance, interaction terms, and the concept of feature relevance in the context of model interpretability?
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