2 citations · 3 across the 4 of their papers we have counts for
4 papers
Causal Mediation Analysis with Multiple Mediators: A Simulation Approach
Jesse Zhou, Geoffrey T. Wodtke
Analyses of causal mediation often involve exposure-induced confounders or, relatedly, multiple mediators. In such applications, researchers aim to estimate a variety of different…
Deep Learning With DAGs
Sourabh Balgi, Adel Daoud, Jose M. Peña +2
Social science theories often postulate causal relationships among a set of variables or events. Although directed acyclic graphs (DAGs) are increasingly used to represent these th…
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…
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…