Augmenting Both Arms of a Randomized Controlled Trial Using External Data: An Application of the Propensity Score-Integrated Approaches
Heng Li, Wei-Chen Chen, Chenguang Wang, Nelson Lu, Changhong Song, Ram C. Tiwari, Yunling Xu, Lilly Q. Yue
Topics & Concepts
Frequentist inferencePropensity score matchingRandomized controlled trialComputer scienceBiostatisticsBayesian probabilityRandomized responseOutcome (game theory)Machine learningData scienceArtificial intelligenceStatisticsBayesian inferenceMedicineMathematicsSurgeryNursingEstimatorMathematical economicsPublic healthAdvanced Causal Inference TechniquesStatistical Methods and InferenceHealth Systems, Economic Evaluations, Quality of Life