294 citations · 1.2k across the 73 of their papers we have counts for
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math.ST2012★ 294 cited
Semiparametric theory for causal mediation analysis: Efficiency bounds, multiple robustness and sensitivity analysis
Eric J. Tchetgen Tchetgen, Ilya Shpitser
While estimation of the marginal (total) causal effect of a point exposure on an outcome is arguably the most common objective of experimental and observational studies in the heal…
math.ST2012★ 2 cited
Counterfactual Graphical Models for Longitudinal Mediation Analysis with Unobserved Confounding
Ilya Shpitser
Questions concerning mediated causal effects are of great interest in psychology, cognitive science, medicine, social science, public health, and many other disciplines. For instan…