A k-additive Choquet integral-based approach to approximate the SHAP values for local interpretability in machine learning
Guilherme Dean Pelegrina, Leonardo Tomazeli Duarte, Michel Grabisch
Topics & Concepts
InterpretabilityShapley valueChoquet integralKernel (algebra)Computer scienceComputationArtificial intelligenceGame theoryMachine learningStrengths and weaknessesMathematical optimizationMathematicsMathematical economicsAlgorithmDiscrete mathematicsEpistemologyFuzzy logicPhilosophyExplainable Artificial Intelligence (XAI)Bayesian Modeling and Causal InferenceMulti-Criteria Decision Making