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Efficient Shapley Explanation for Features Importance Estimation Under Uncertainty

Xiaoxiao Li, Yuan Zhou, Nicha C. Dvornek, Yufeng Gu, Pamela Ventola, James S. Duncan

2020Lecture notes in computer science40 citationsDOIOpen Access PDF

Topics & Concepts

Computer scienceMNIST databaseFeature (linguistics)Artificial intelligenceNoise (video)Field (mathematics)Machine learningShapley valueEstimationDeep learningData miningImage (mathematics)MathematicsGame theoryMathematical economicsLinguisticsEconomicsPhilosophyPure mathematicsManagementExplainable Artificial Intelligence (XAI)Machine Learning in HealthcareMachine Learning and Data Classification