Blood glucose prediction for type 2 diabetes using clustering-based domain adaptation

• Published in: Biomedical signal processing and control Vol. 105; p. 107629
• Main Authors: Yang, Tao, Yu, Xia, Tao, Rui, Li, Hongru, Zhou, Jian
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.07.2025
• Subjects: Clustering algorithm; Deep learning; Domain adaptation; Glucose prediction; Transfer learning; Type 2 diabetes; Deep learning; Type 2 diabetes; Domain adaptation; Glucose prediction; Transfer learning; Clustering algorithm

•Clustering-based domain adaptation for glucose prediction of T2D with limited data.•Subgroup clustering enhances domain adaptability via source domain screening.•Adaptation network reduces distribution mismatch in cross-subject predictions.•The method was validated on a clinical dataset of 908 T2D...