Single-channel EEG sleep staging based on data augmentation and cross-subject discrepancy alleviation - He, Zhengling; Du, Lidong; Wang, Peng; Xia, Pan; Liu, Zhe; Song, Yuanlin; Chen, Xianxiang; Fang, Zhen (Computers in biology and medicine, 2022)
Keywords: Accuracy; Adaptation; Algorithms; Classification; Data augmentation; Datasets; Deep learning; Domain adaptation; Domains; EEG; Electroencephalography; Electroencephalography - methods; Feature maps; Feature selection; Human error; Humans; Inspection; Internal Medicine; Machine Learning; Methods; Neural networks; Neural Networks, Computer; Other; Performance enhancement; Performance evaluation; Single-channel electroencephalogram (EEG); Sleep; Sleep disorders; Sleep stage classification; Sleep Stages; Support vector machines; Transfer attention; Visual fields; Transfer attention; Domain adaptation; Sleep stage classification; Single-channel electroencephalogram (EEG); Data augmentation