A characteristic function based on weak abductive explanations yields Shapley values that give zero importance to irrelevant features, and a sample-based algorithm makes the approach practical.
ACM Transactions on Information Systems (TOIS) 28, 4 (2010), 1–38
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The Explanation Game -- Rekindled (Extended Version)
A characteristic function based on weak abductive explanations yields Shapley values that give zero importance to irrelevant features, and a sample-based algorithm makes the approach practical.