89 citations · 190 across the 5 of their papers we have counts for
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stat.ME2012★ 42 cited
Effects of Treatment on the Treated: Identification and Generalization
Ilya Shpitser, Judea Pearl
Many applications of causal analysis call for assessing, retrospectively, the effect of withholding an action that has in fact been implemented. This counterfactual quantity, somet…
stat.ME2012★ 89 cited
On the Validity of Covariate Adjustment for Estimating Causal Effects
Ilya Shpitser, Tyler VanderWeele, James M. Robins
Identifying effects of actions (treatments) on outcome variables from observational data and causal assumptions is a fundamental problem in causal inference. This identification is…