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Random forest explainability using counterfactual sets

Rubén R. Fernández, Isaac Martín de Diego, Víctor Aceña, Alberto Fernández-Isabel, Javier M. Moguerza

2020Information Fusion71 citationsDOIOpen Access PDF

Topics & Concepts

Counterfactual thinkingCounterfactual conditionalRandom forestComputer scienceContext (archaeology)Decision treeArtificial intelligenceMachine learningSet (abstract data type)Tree (set theory)Sample (material)Data setEconometricsData miningMathematicsPsychologySocial psychologyGeographyMathematical analysisChemistryArchaeologyProgramming languageChromatographyExplainable Artificial Intelligence (XAI)Adversarial Robustness in Machine LearningMachine Learning and Data Classification
Random forest explainability using counterfactual sets | Litcius