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stat.AP2018
Regression-with-residuals Estimation of Marginal Effects: A Method of Adjusting for Treatment-induced Confounders that may also be Moderators
Geoffrey T. Wodtke, Zahide Alaca, Xiang Zhou
Treatment-induced confounders complicate analyses of time-varying treatment effects and causal mediation. Conditioning on these variables naively to estimate marginal effects may i…
stat.AP2018
Residual Balancing: A Method of Constructing Weights for Marginal Structural Models
Xiang Zhou, Geoffrey T. Wodtke
When making causal inferences, post-treatment confounders complicate analyses of time-varying treatment effects. Conditioning on these variables naively to estimate marginal effect…