Feature attribution and model explanation
6 methods in the atlas attack this one problem. They are rivals: each wins something the others do not.
Phrasings that mean this problem
Feature attributionModel explanation
game-theory-social-choice
- Shapley value estimationMonte Carlo permutation samplingstandardgame-theory-social-choice
model-selection
- Permutation feature importancestandalonestandardmodel-selection
recommender-causal
- SHAP attributionShapley-value feature creditstandardrecommender-causal
- LIMELocal surrogate modelstandardrecommender-causal
- Integrated gradientsPath-integral attributionspecialistrecommender-causal
- Counterfactual explanationNearest flipped instancespecialistrecommender-causal