The φ-table extends SHAP rankings into a statistical table by fitting standardized linear surrogates to the model response and reporting direction, uncertainty, fidelity, and stability.
Unifying feature-based explanations with functional anova and cooperative game theory.arXiv preprint arXiv:2412.17152,
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$\phi$-Table: A Statistical Explanation for Global SHAP
The φ-table extends SHAP rankings into a statistical table by fitting standardized linear surrogates to the model response and reporting direction, uncertainty, fidelity, and stability.