Proximal causal inference for complex longitudinal studies

• Published in: Journal of the Royal Statistical Society. Series B, Statistical methodology Vol. 85; no. 3; pp. 684 - 704
• Main Authors: Ying, Andrew, Miao, Wang, Shi, Xu, Tchetgen Tchetgen, Eric J
• Format: Journal Article
• Language: English
• Published: Oxford Oxford University Press 01.07.2023
• Subjects: Estimators; Indexing; Inference; Longitudinal studies; Proxies; Simulation; Time measurement

A standard assumption for causal inference about the joint effects of time-varying treatment is that one has measured sufficient covariates to ensure that within covariate strata, subjects are exchangeable across observed treatment values, also known as ‘sequential randomization assumption (SRA)’. S...