Counterfactual explanation generation with minimal feature boundary
Dianlong You, Shina Niu, Siqi Dong, Huigui Yan, Zhen Chen, Di Wu, Limin Shen, Xindong Wu
Topics & Concepts
Counterfactual thinkingComputer scienceInterpretabilityRandom forestDecision treeFeature (linguistics)Machine learningArtificial intelligenceRange (aeronautics)AlgorithmTree (set theory)Data miningEconometricsMathematical optimizationMathematicsMathematical analysisEpistemologyLinguisticsMaterials sciencePhilosophyComposite materialExplainable Artificial Intelligence (XAI)Machine Learning and Data ClassificationBayesian Modeling and Causal Inference