Estimating Potential Outcome Distributions with Collaborating Causal Networks.
Zhou T, Carson W, Carlson D. Estimating Potential Outcome Distributions with Collaborating Causal Networks. Transactions On Machine Learning Research 2022, 2022 PMID: 38187355, PMCID: PMC10769464.Peer-Reviewed Original ResearchConditional average treatment effectPotential outcome distributionsOutcome distributionData generating processAverage treatment effectCausal networksCausal inference approachRestrictive assumptionsTreatment effectsGeneration processAdjustment approachInference approachDecision making processEstimationAssumptionsSemi-synthetic dataDistribution estimationBayesianDeep generative methodsComprehensive decision making processDecision