101 citations · 108 across the 13 of their papers we have counts for
4 papers · 1 filter
On Mendelian Randomization Mixed-Scale Treatment Effect Robust Identification (MR MiSTERI) and Estimation for Causal Inference
Zhonghua Liu, Ting Ye, Baoluo Sun +2
Standard Mendelian randomization analysis can produce biased results if the genetic variant defining the instrumental variable (IV) is confounded and/or has a horizontal pleiotropi…
Generalized interpretation and identification of separable effects in competing event settings
Mats J. Stensrud, Miguel A. Hernán, Eric J. Tchetgen Tchetgen +3
In competing event settings, a counterfactual contrast of cause-specific cumulative incidences quantifies the total causal effect of a treatment on the event of interest. However,…
Instrumental Variable Estimation of Marginal Structural Mean Models for Time-Varying Treatment
Haben Michael, Yifan Cui, Scott Lorch +1
Robins 1997 introduced marginal structural models (MSMs), a general class of counterfactual models for the joint effects of time-varying treatment regimes in complex longitudinal s…
Regression-based Negative Control of Homophily in Dyadic Peer Effect Analysis
Lan Liu, Eric Tchetgen Tchetgen
A prominent threat to causal inference about peer effects over social networks is the presence of homophily bias, that is, social influence between friends and families is entangle…