2 papers
cs.LG2025
Machine Learning Approaches to Clinical Risk Prediction: Multi-Scale Temporal Alignment in Electronic Health Records
Wei-Chen Chang, Lu Dai, Ting Xu
This study proposes a risk prediction method based on a Multi-Scale Temporal Alignment Network (MSTAN) to address the challenges of temporal irregularity, sampling interval differe…
cs.LG2025
Deep Learning Approach for Clinical Risk Identification Using Transformer Modeling of Heterogeneous EHR Data
Anzhuo Xie, Wei-Chen Chang
This study proposes a Transformer-based longitudinal modeling method to address challenges in clinical risk classification with heterogeneous Electronic Health Record (EHR) data, i…