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Related Questions
- What are some common challenges in accurately measuring permutation importance in models with non-linear feature interactions?
- Can you explain how permutation importance can be misled by non-linear relationships between features, and how to address this issue?
- In what ways can the concept of permutation importance be adapted to better capture non-linear interactions between features in a dataset?
- How does the performance of permutation importance degrade in models with complex, non-linear relationships between features?
- What are some alternative methods to permutation importance that can effectively handle non-linear feature interplay?
- Can you provide examples of datasets or problems where permutation importance struggles to capture non-linear feature interactions and how to overcome these challenges?
- How can the understanding of non-linear feature interactions be used to improve the interpretation of permutation importance results?
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