131 citations · 133 across the 2 of their papers we have counts for
2 papers
stat.ME2022★ 2 cited
Double Machine Learning Methods for Estimating Average Treatment Effects: A Comparative Study
Xiaoqing Tan, Shu Yang, Wenyu Ye +3
Observational cohort studies are increasingly being used for comparative effectiveness research to assess the safety of therapeutics. Recently, various doubly robust methods have b…
stat.ME2015★ 131 cited
Propensity Score Matching and Subclassification in Observational Studies with Multi-level Treatments
Shu Yang, Guido W. Imbens, Zhanglin Cui +2
In this paper, we develop new methods for estimating average treatment effects in observational studies, focusing on settings with more than two treatment levels under unconfounded…