Conditional Generative Models for Synthetic Tabular Data: Applications for Precision Medicine and Diverse Representations

K Liu, RB Altman - Annual Review of Biomedical Data Science, 2025 - annualreviews.org
Tabular medical datasets, like electronic health records (EHRs), biobanks, and structured
clinical trial data, are rich sources of information with the potential to advance precision …

Machine Learning in Healthcare: towards Data Structure and Causality

Z Liu - 2023 - indigo.uic.edu
To enhance the quality of medical services, Machine Learning (ML) techniques have been
widely applied to model Electronic Health Records (EHRs). Nevertheless, clinical data …