2 papers
stat.ME2026
Fused Multinomial Logistic Regression Utilizing Summary-Level External Machine-learning Information
Chi-Shian Dai, Jun Shao
In many modern applications, a carefully designed primary study provides individual-level data for interpretable modeling, while summary-level external information is available thr…
stat.ME2025
Incorporating External Controls for Estimating the Average Treatment Effect on the Treated with High-Dimensional Data: Retaining Double Robustness and Ensuring Double Safety
Chi-Shian Dai, Chao Ying, Yang Ning +1
Randomized controlled trials (RCTs) are widely regarded as the gold standard for causal inference in biomedical research. For instance, when estimating the average treatment effect…