3 citations · 4 across the 10 of their papers we have counts for
10 papers
Empirical stratification for predictive treatment effect heterogeneity with post-treatment variables
Chao Cheng, Rui Wang, Yichi Zhang
Post-treatment variables (PVs), such as intercurrent events, treatment noncompliance, and behavioral responses to treatment, provide information about individuals' post-treatment r…
Separate versus pooled winsorization for group mean contrasts: a finite-sample theory
Chao Cheng, Chenshan Hu, Yukai Huang
Comparing group means is foundational to many statistical areas, including two-sample studies, randomized trials, and difference-in-differences designs, yet heavy-tailed outcomes c…
Nonparametric efficient inference for network quantile causal effects under partial interference
Chao Cheng, Fan Li
Interference arises when the treatment assigned to one individual affects the outcomes of other individuals. Commonly, individuals are naturally grouped into clusters, and interfer…
Causal mediation in cluster-randomized trials with multiple mediators: spillover-aware decomposition, identification, and semiparametric efficient inference
Jiaqi Tong, Chao Cheng, Fan Li
Causal mediation analysis in cluster-randomized trials (CRTs) is complicated by the presence of multiple mediators, intracluster correlation, and within-cluster interference. Exist…
Identification and efficient estimation of compliance and network causal effects in cluster-randomized trials
Chao Cheng, Georgia Papadogeorgou, Fan Li
Treatment noncompliance is pervasive in infectious disease cluster-randomized trials. Although all individuals within a cluster are assigned the same treatment condition, the treat…
Model-robust standardization in cluster-randomized trials
Fan Li, Jiaqi Tong, Xi Fang +3
In cluster-randomized trials, generalized linear mixed models and generalized estimating equations have conventionally been the default analytic methods for estimating the average…
Doubly robust estimation and sensitivity analysis with outcomes truncated by death in multi-arm clinical trials
Jiaqi Tong, Chao Cheng, Guangyu Tong +2
In clinical trials, the observation of participant outcomes may frequently be hindered by death, leading to ambiguity in defining a scientifically meaningful final outcome for thos…
Semiparametric causal mediation analysis of cluster-randomized trials for indirect and spillover effects
Chao Cheng, Fan Li
In cluster-randomized trials (CRTs), there is emerging interest in exploring the causal mechanism in which a cluster-level treatment affects the outcome through an intermediate out…
Inverting estimating equations for causal inference on quantiles
Chao Cheng, Fan Li
The causal inference literature frequently focuses on estimating the mean of the potential outcome, whereas quantiles of the potential outcome may carry important additional inform…
Identification and multiply robust estimation in causal mediation analysis across principal strata
Chao Cheng, Fan Li
We consider assessing causal mediation in the presence of a post-treatment event (examples include noncompliance, a clinical event, or death). We identify natural mediation effects…