A comparison of instance-level counterfactual explanation algorithms for behavioral and textual data: SEDC, LIME-C and SHAP-C
Yanou Ramon, David Martens, Foster Provost, Theodoros Evgeniou
Topics & Concepts
Counterfactual thinkingCounterfactual conditionalComputer scienceHeuristicAlgorithmTransparency (behavior)Artificial intelligenceMachine learningLinear modelEconometricsNonlinear systemCausationHeuristicsCognitive psychologyPsychologyExperimental dataMathematicsEfficient algorithmExplainable Artificial Intelligence (XAI)Advanced Causal Inference TechniquesBayesian Modeling and Causal Inference