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Related Questions
- How do feature interactions affect the accuracy of permutation feature importance?
- What are some common techniques used to handle feature interactions when calculating feature importance?
- Can you provide an example of how feature interactions can lead to overestimation of feature importance?
- What is the difference between interacting features and correlated features when calculating feature importance?
- How can feature interaction detection methods like correlation analysis or partial dependence plots help in handling feature interactions?
- In what scenarios is permutation feature importance less effective in capturing feature interactions, and what can be done to improve its performance?
- Can you discuss the concept of 'feature redundancy' in the context of handling feature interactions and its relationship with feature importance calculation?
- What techniques can be used to deal with high-dimensional feature interaction spaces and improve the reliability of feature importance estimates?
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