Hybrid multi-modality multi-task learning for forecasting progression trajectories in subjective cognitive decline

Minhui Yu, Yuqi Fang, Yunbi Liu, Andrea C. Bozoki, Shifu Xiao, Ling Yue, Mingxia Liu

Abstract: Highlights•Creating a hybrid multi-task learning method for longitudinal disease analysis.•Designing a softmax-triplet constraint aid in feature extraction in latent space.•Developing a transfer learning method to alleviate the small data issue.•Conducting extensive experiments on two cohorts in two prediction tasks.