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Financial Forensics · End Term · 21 Dec 2025 · September 2025 term

Question 29: According to Shapley value theory, which of the followin…

Question 29

+1 markOne correct option

According to Shapley value theory, which of the following is a desirable property that SHAP explanations satisfy?

  1. A

    SHAP values are always positive and represent feature importance rankings

  2. B

    SHAP values satisfy the efficiency property: the sum of all feature contributions equals the difference between the prediction and the base value

  3. C

    SHAP values require the same computational time as LIME for any model

  4. D

    SHAP values can only be calculated for linear models

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Correct answer

  • B

    SHAP values satisfy the efficiency property: the sum of all feature contributions equals the difference between the prediction and the base value

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Question 29 of 40 in the IIT Madras BS Financial Forensics (Financial Forensics) End Term paper sat on 21 Dec 2025, in the September 2025 term (Financial Forensics 18 Dec 25). It carries 1 mark.

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