3 papers
stat.ME2026
Multi-Signal Safety Surveillance with Bayesian Latent Factor Modeling and Bias Correction
Ziyang Pan, Fan Bu
Safety surveillance increasingly involves repeated monitoring of many exposure-outcome signals in observational healthcare data, where sparse information, dependence across related…
stat.AP2026
Bayesian Joint Modeling of Longitudinal Symptomatology Scale Responses and Fall Outcomes via Heterogeneous Latent Transition Analysis
Mingyan Yu, Zhenke Wu, Michelle M. Hood +3
The Study of Women's Health Across the Nation (SWAN) has followed women for over 30 years, from midlife premenopause until later life. The study has 16 surveys at approximately 2 y…
cs.LG2026
GeoID-PINN: Identifiability-Aware Regional Epidemic Inference with Geographic Coupling
Weixiong Hua, Fan Bu
Regional surveillance data reflect local transmission, reporting, seeding, and external infection pressure, which are difficult to identify separately. We introduce GeoID-PINN, a p…