References

A Unified Approach to Interpreting Model Predictions

Scott Lundberg & Su-In Lee (2017)

arXiv.

DOI: https://doi.org/10.48550/arxiv.1705.07874

Abstract. Introduces SHAP (SHapley Additive exPlanations), a unified framework for feature attribution based on Shapley values from cooperative game theory. SHAP satisfies desirable theoretical properties including local accuracy, missingness, and consistency.

Tags: explainability shap shapley

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