Digital Therapeutics for Dementia Care in China
Mixed-methods study of clinician adoption, barriers and implementation strategies for DTx in dementia care.
I build statistical and computational methods for biomedical, population, and complex real-world data.
Statistical Modeling · Machine Learning · High-Dimensional Data · Longitudinal & Panel Models
Computational Genomics · Epidemiology & Real-World Evidence · Mixed-Methods Research
R · Python · Stata · Git/GitHub · Data Visualization · Research Automation
PU-Boost treats potentially undiagnosed hypertension as a positive-unlabeled learning problem. Elastic Net first performs global P/U stratification, a Random Forest then refines the uncertain region, and persistently ambiguous samples are rejected before final supervised learning on a reconstructed balanced set.
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A single-center retrospective cohort study of enteric-release budesonide in Chinese patients with IgA nephropathy, using longitudinal mixed models to quantify proteinuria change while tracking kidney-function trajectories.
A concept-stage transformer framework for cfDNA methylation representation learning, extending read-level sequence context toward sample-level aggregation and prediction.
An early-stage data infrastructure project for through-silicon vias that turns heterogeneous literature, experimental and simulation evidence into standardized, provenance-aware multimodal records. Geometry, materials, process and operating conditions are linked to imaging, electrical, thermal, mechanical and reliability observations for benchmarking, surrogate modeling and simulation validation.
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Additional work applying statistical modeling to cardiovascular risk, mental health, digital health, health-service utilization and regional economic structure.
Models physiological and lifestyle correlates of systolic blood pressure using LASSO, transformations and nonlinear regression.
Tests BMI and waist-to-hip ratio associations with anxiety and depression, including nonlinear and sex-specific effects.
Examines how socioeconomic and clinical factors shape choices between primary care and Grade-A hospitals in China.
Mixed-methods study of clinician adoption, barriers and implementation strategies for DTx in dementia care.
Panel-data study of how LGFV versus statutory debt structures relate to provincial industrial structure.
Data Science · Statistics
Computational Research
The University of Arizona
Department of Mathematics
Tucson, Arizona