Browsing by Author "Mitchell, Rory"

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  • Sampling permutations for Shapley value estimation

    Mitchell, Rory; Cooper, Joshua; Frank, Eibe; Holmes, Geoffrey (Microtome Publishing, 2022)
    Game-theoretic attribution techniques based on Shapley values are used to interpret blackbox machine learning models, but their exact calculation is generally NP-hard, requiring approximation methods for non-trivial models. ...