random-forest-importances
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Questions Regarding Alternative Feature Importance
How many other forms of feature importance are there, and how are they different from one another?
- Shapley-based
- https://github.com/slundberg/shap
- https://github.com/iancovert/sage
- LOFO https://github.com/aerdem4/lofo-importance
- LIME https://github.com/marcotcr/lime
- Gini and Split https://github.com/shionhonda/feature-importance
- Permutation https://github.com/nestordemeure/permutationImportance
- "Unbiased" https://github.com/ZhengzeZhou/unbiased-feature-importance
- Morris, and Partial Dependence https://github.com/interpretml/interpret#supported-techniques
P.S. This repo's design is absurd https://github.com/ModelOriented/DALEX