Causal inference and counterfactual prediction in machine learning for actionable healthcare
Mattia Prosperi, Yi Guo, Matthew Sperrin, James S. Koopman, Jae Min, Xing He, Shannan N. Rich, Mo Wang, Iain Buchan, Jiang Bian
Topics & Concepts
Causal inferenceCounterfactual thinkingMachine learningComputer scienceArtificial intelligenceCounterfactual conditionalObservational studyPsychological interventionData scienceCausal modelRisk analysis (engineering)MedicinePsychologySocial psychologyPsychiatryPathologyAdvanced Causal Inference TechniquesHealth Systems, Economic Evaluations, Quality of LifeMachine Learning in Healthcare