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An Efficient Explanation of Individual Classifications using Game Theory
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2010
Year
Artificial IntelligenceGame TheoryGame SemanticsComputational Game TheoryGeneral MethodBehavioral Game TheoryData ScienceNon-cooperative Game TheoryManagementDecision TheoryGame DesignMechanism DesignCognitive SciencePredictive AnalyticsComputer ScienceIndividual PredictionsCoalitional Game TheoryCooperative GameCoalition FormationBusinessCooperative Game TheoryDecision Science
We present a general method for explaining individual predictions of classification models. The method is based on fundamental concepts from coalitional game theory and predictions are explained wi...