425 citations · 449 across the 9 of their papers we have counts for
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3 papers · 1 filter
stat.ME2023
Causal Inference under Data Restrictions
Xiaoqing Tan
This dissertation focuses on modern causal inference under uncertainty and data restrictions, with applications to neoadjuvant clinical trials, distributed data networks, and robus…
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.ME2021★ 1 cited
Identifying Principal Stratum Causal Effects Conditional on a Post-treatment Intermediate Response
Xiaoqing Tan, Judah Abberbock, Priya Rastogi +1
In neoadjuvant trials on early-stage breast cancer, patients are usually randomized into a control group and a treatment group with an additional target therapy. Early efficacy of…