Pharmacology & ToxicologyBMC Medical Informatics and Decision MakingPeer-reviewed
Multitask Learning of Longitudinal Circulating Biomarkers and Clinical Outcomes: Identification of Optimal Machine-Learning and Deep-Learning Models
Min Yuan, Shixin Su, Haolun Ding…·Xu Steven Xu
This study evaluates machine learning and deep learning models for predicting clinical outcomes using high-dimensional longitudinal biomarker data from a lung cancer trial, finding that MFPCA-Cox outperforms other methods.