A hybrid self-attention deep learning framework for multivariate sleep stage classification - Yuan, Ye; Jia, Kebin; Ma, Fenglong; Xun, Guangxu; Wang, Yaqing; Su, Lu; Zhang, Aidong (BMC bioinformatics, 2019)
Keywords: Algorithms; Analysis; Attention mechanism; Benchmarking; Bioinformatics; Biological activity; Cable television broadcasting industry; Classification; Computational biology; Databases as Topic; Deep Learning; Electrocardiography; Electroencephalography - methods; Eye movements; Humans; Inspection; Machine learning; Medical research; Multivariate Analysis; Multivariate time series; Neural networks; Patient monitoring equipment; Physiology; Polysomnography; Representations; Researchers; ROC Curve; Sleep; Sleep monitors; Sleep stage classification; Sleep Stages - physiology; United States; Taiwan; Deep learning; Attention mechanism; Sleep stage classification; Multivariate time series; Polysomnography