Unverified50% confidenceFactExact time
The Shapley value can be computed by three independent algorithms—the factorial formula, permutation averaging, and Möbius inversion—and yield consistent results.
1
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50%
Confidence
Long-term
Relevance
10/12/2026
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Related Claims
UnverifiedIn the same interaction model, the Shapley value gives 5 points to each of the two features, totaling 10 points, matching the predicted value.70% similarVerifiedSHAP基于博弈论中的Shapley值，能够量化每个特征对最终预测结果的贡献度，是目前工业界应用最广泛的解释性工具之一70% similarUnverifiedOn a purely additive model, the results of leave-one-out and Shapley are completely identical.66% similarUnverifiedThe Hinnant algorithm replaces the double modulo operation with a two-part formula plus one if statement.64% similarUnverifiedSHAP values and LIME are commonly used local interpretability methods capable of quantifying each feature's contribution to a single decision.62% similar
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