Showing stat.MEShow all
3 papers · 1 filter
stat.ME2026
Scalable Counterfactual Risk Estimation for Rare Events in Longitudinal Data
Xiaohui Yin, Avijit Mitra, Ying Zhou +2
Estimating the causal effect of time-varying treatments on survival outcomes in large observational studies is computationally demanding, particularly when outcomes are rare. While…
stat.ME2025
Dissecting Microbial Community Structure and Heterogeneity via Multivariate Covariate-Adjusted Clustering
Zhongmao Liu, Xiaohui Yin, Yanjiao Zhou +2
In microbiome studies, it is often of great interest to identify clusters or partitions of microbiome profiles within a study population and to characterize the distinctive attribu…
stat.ME2025
Salvaging Forbidden Treasure in Medical Data: Utilizing Surrogate Outcomes and Single Records for Rare Event Modeling
Xiaohui Yin, Shane Sacco, Robert H. Aseltine +2
The vast repositories of Electronic Health Records (EHR) and medical claims hold untapped potential for studying rare but critical events, such as suicide attempt. Conventional set…