Research Papers
Published and pre-print research papers
Current Submission to Under Review IEEE BHI 2025
In ReviewIn Review :(
IEEE BHI 2025 · 2025
In Review :(
Honors Thesis: Multimodal Representation Learning with Electronic Health Record Data
EmbargoedMatthew Wang
Texas A&M University Honors Program, Oaktrust Digital Repository · 2025
This work explores a modified contrastive learning approach based on ImageBind to align ECG, medical time-series, and clinical notes during a hospital stay without requiring large labeled datasets. By using clinical notes as the central modality and evaluating on MIMIC-IV and PTB-XL, the study highlights both the potential and limitations of multimodal learning in clinical prediction tasks like in-hospital and post-discharge mortality.