Semi-Supervised Learning for Low-cost Personalized Obstructive Sleep Apnea Detection Using Unsupervised Deep Learning and Single-Lead Electrocardiogram - Hu, Shuaicong; Wang, Ya'nan; Liu, Jian; Yang, Cuiwei; Wang, Aiguo; Li, Kuanzheng; Liu, Wenxin (IEEE journal of biomedical and health informatics, 2023)
Keywords: Accuracy; Adaptability; Algorithms; Annotations; Apnea; Artificial neural networks; Auto-encoder (AE); Biological system modeling; Customization; Data models; Deep learning; EKG; Electrocardiogram (ECG); Electrocardiography; Feature extraction; Labels; Low cost; Machine learning; Neural networks; Obstructive Sleep Apnea (OSA); Recording; Semi-supervised; Semi-supervised learning; Sleep apnea; Sleep disorders