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Selected Publications


Integrated analysis for electronic health records with structured and sporadic missingness.

Journal Article J Biomed Inform · November 2025 OBJECTIVES: We propose a novel imputation method tailored for Electronic Health Records (EHRs) with structured and sporadic missingness. Such missingness frequently arises in the integration of heterogeneous EHR datasets for downstream clinical application ... Full text Open Access Link to item Cite

FUNCTIONAL CLUSTERING FOR LONGITUDINAL ASSOCIATIONS BETWEEN SOCIAL DETERMINANTS OF HEALTH AND STROKE MORTALITY IN THE U.S.

Journal Article Annals of Applied Statistics · March 1, 2025 Understanding the longitudinally changing associations between Social Determinants of Health (SDOH) and stroke mortality is essential for effective stroke management. Previous studies have uncovered significant regional disparities in the associations betw ... Full text Open Access Cite

Green’s matching: an efficient approach to parameter estimation in complex dynamic systems

Journal Article Journal of the Royal Statistical Society Series B: Statistical Methodology · November 13, 2024 AbstractParameters of differential equations are essential to characterize intrinsic behaviours of dynamic systems. Numerous methods for estimating parameters in dynamic systems are computationally and/or st ... Full text Open Access Cite

Graphical Principal Component Analysis of Multivariate Functional Time Series

Journal Article Journal of the American Statistical Association · October 2024 Full text Open Access Cite

Age-related model for estimating the symptomatic and asymptomatic transmissibility of COVID-19 patients.

Journal Article Biometrics · September 2023 Estimation of age-dependent transmissibility of COVID-19 patients is critical for effective policymaking. Although the transmissibility of symptomatic cases has been extensively studied, asymptomatic infection is understudied due to limited data. Using a d ... Full text Open Access Cite

Transmission roles of symptomatic and asymptomatic COVID-19 cases: a modelling study.

Journal Article Epidemiology and infection · September 2022 Coronavirus disease 2019 (COVID-19) asymptomatic cases are hard to identify, impeding transmissibility estimation. The value of COVID-19 transmissibility is worth further elucidation for key assumptions in further modelling studies. Through a population-ba ... Full text Open Access Cite

The Effects of Stringent and Mild Interventions for Coronavirus Pandemic

Journal Article Journal of the American Statistical Association · April 3, 2021 Full text Open Access Cite