DrYoungro Lee
Research Associate
National Heart & Lung Institute - Faculty of Medicine
- Research AssociateNational Heart & Lung Institute - Faculty of Medicine
RESEARCH
My research centres on extracting reliable and clinically meaningful insights from complex biomedical data. My main interests include:
• Longitudinal multi-omics: analysing repeated molecular and clinical measurements to understand disease progression
• Explainable and interpretable machine learning: evaluating the validity and stability of feature importance and developing statistical methods for interpreting model outputs
• Biomarker discovery: developing feature selection and data transformation methods for high-dimensional biological data, including microbiome, DNA methylation and proteomic data.
• Wearable data and digital health: evaluating measurement reliability and examining how wear patterns, missing observations and individual differences affect prediction.
• Clinical decision support: developing and evaluating models using clinical records and patient-reported information, in close collaboration with clinical teams.