A. Bere

A Repeated-Evaluation Comparison of Traditional, Machine Learning, and Deep Learning Survival Models Across Static and Longitudinal Data

Traditional survival models were more accurate and stable for datasets containing only static baseline covariates, whereas the LSTM-based model showed higher discrimination on longitudinal survival data with genuine temporal structure, though this advantage is confounded with greater access to patient history and canno...