2025
A Bayesian Approach to the G‐Formula via Iterative Conditional Regression
Liu R, Hu L, Wilson F, Warren J, Li F. A Bayesian Approach to the G‐Formula via Iterative Conditional Regression. Statistics In Medicine 2025, 44: e70123. PMID: 40476299, PMCID: PMC12184534, DOI: 10.1002/sim.70123.Peer-Reviewed Original ResearchConceptsCausal effect estimationTime-varying covariatesModel misspecification biasBayesian approachReal world data examplesG-formulaAverage causal effect estimationTime-varying treatmentsBayesian additive regression treesAverage causal effectAdditive regression treesConditional expectationOutcome regressionConditional distributionJoint distributionData examplesPosterior distributionMisspecification biasParametric regressionSimulation studyEffect estimatesSampling algorithmAlgorithm formulaCausal effectsFlexible machine learning techniques
2023
Estimating Causal Effects using a Multi-task Deep Ensemble.
Jiang Z, Hou Z, Liu Y, Ren Y, Li K, Carlson D. Estimating Causal Effects using a Multi-task Deep Ensemble. Proceedings Of Machine Learning Research 2023, 202: 15023-15040. PMID: 38169983, PMCID: PMC10759931.Peer-Reviewed Original Research
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