1 citations · 1 across the 2 of their papers we have counts for
3 papers
stat.AP2020
Causal Mediation Analysis with Multiple Treatments and Latent Confounders
Wei Li, Chunchen Liu, Zhi Geng +1
Causal mediation analysis is used to evaluate direct and indirect causal effects of a treatment on an outcome of interest through an intermediate variable or a mediator.It is diffi…
stat.ME2017★ 1 cited
On the Individual Surrogate Paradox
Linquan Ma, Yunjian Yin, Lan Liu +1
When the primary outcome is difficult to collect, surrogate endpoint is typically used as a substitute. It is possible that for every individual, treatment has a positive effect on…
stat.ME2016
Assessing the Treatment Effect Heterogeneity with a Latent Variable
Yunjian Yin, Lan Liu, Zhi Geng
The average treatment effect (ATE) is popularly used to assess the treatment effect. However, the ATE implicitly assumes a homogenous treatment effect even amongst individuals with…