16 citations · 56 across the 8 of their papers we have counts for
5 papers · 1 filter
Robust and Flexible Estimation of Stochastic Mediation Effects: A Proposed Method and Example in a Randomized Trial Setting
Kara E. Rudolph, Oleg Sofrygin, Wenjing Zheng +1
Causal mediation analysis can improve understanding of the mechanisms underlying epidemiologic associations. However, the utility of natural direct and indirect effect estimation h…
Conducting Simulations in Causal Inference with Networks-Based Structural Equation Models
Oleg Sofrygin, Romain Neugebauer, Mark J. van der Laan
The past decade has seen an increasing body of literature devoted to the estimation of causal effects in network-dependent data. However, the validity of many classical statistical…
Targeted Learning with Daily EHR Data
Oleg Sofrygin, Zheng Zhu, Julie A Schmittdiel +4
Electronic health records (EHR) data provide a cost and time-effective opportunity to conduct cohort studies of the effects of multiple time-point interventions in the diverse pati…
Causal inference for social network data
Elizabeth L. Ogburn, Oleg Sofrygin, Ivan Diaz +1
We describe semiparametric estimation and inference for causal effects using observational data from a single social network. Our asymptotic results are the first to allow for depe…
Sequential Double Robustness in Right-Censored Longitudinal Models
Alexander R. Luedtke, Oleg Sofrygin, Mark J. van der Laan +1
Consider estimating the G-formula for the counterfactual mean outcome under a given treatment regime in a longitudinal study. Bang and Robins provided an estimator for this quantit…