60 citations · 250 across the 23 of their papers we have counts for
4 papers · 2 filters
Assessing Impact of Unobserved Confounders with Sensitivity Index Probabilities through Pseudo-Experiments
Beilin Jia, Donglin Zeng, Qing Yang +1
Unobserved confounders are a long-standing issue in causal inference using propensity score methods. This study proposed nonparametric indices to quantify the impact of unobserved…
Data fusion methods for the heterogeneity of treatment effect and confounding function
Shu Yang, Siyi Liu, Donglin Zeng +1
The heterogeneity of treatment effect (HTE) lies at the heart of precision medicine. Randomized controlled trials are gold-standard for treatment effect estimation but are typicall…
Elastic Integrative Analysis of Randomized Trial and Real-World Data for Treatment Heterogeneity Estimation
Shu Yang, Chenyin Gao, Donglin Zeng +1
We propose a test-based elastic integrative analysis of the randomized trial and real-world data to estimate treatment effect heterogeneity with a vector of known effect modifiers.…
Improving trial generalizability using observational studies
Dasom Lee, Shu Yang, Lin Dong +3
Complementary features of randomized controlled trials (RCTs) and observational studies (OSs) can be used jointly to estimate the average treatment effect of a target population. W…