Questions Regarding Alternative Feature Importance

[BradKML]

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