134 citations · 294 across the 15 of their papers we have counts for
16 papers
Bridging Local and Population Causal Effects: A Proximal Instrumental Variable Approach
Zixuan Yao, Guosheng Yin
Instrumental variable (IV) methods address treatment endogeneity, but with non-compliance and heterogeneous treatment effects a binary instrument generally identifies the local ave…
Causal Effect of Functional Treatment
Ruoxu Tan, Wei Huang, Zheng Zhang +1
We study the causal effect with a functional treatment variable, where practical applications often arise in neuroscience, biomedical sciences, etc. Previous research concerning th…
Oncology Dose Finding Using Approximate Bayesian Computation Design
Huaqing Jin, Wenbin Du, Guosheng Yin
In the development of new cancer treatment, an essential step is to determine the maximum tolerated dose (MTD) via phase I clinical trials. Generally speaking, phase I trial design…
PCA Rerandomization
Hengtao Zhang, Guosheng Yin, Donald B. Rubin
Mahalanobis distance between treatment group and control group covariate means is often adopted as a balance criterion when implementing a rerandomization strategy. However, this c…
Bayesian Knockoff Filter
Jiaqi Gu, Guosheng Yin
In many scientific fields, researchers are interested in discovering features with substantial effect on the response from a large number of features while controlling the proporti…
Unit Information Prior for Adaptive Information Borrowing from Multiple Historical Datasets
Huaqing Jin, Guosheng Yin
In clinical trials, there often exist multiple historical studies for the same or related treatment investigated in the current trial. Incorporating historical data in the analysis…