End-to-end sleep staging using convolutional neural network in raw single-channel EEG
Li F, Yan R, Mahini R, Wei L, Wang Z, Mathiak K, Liu R, Cong F. End-to-end sleep staging using convolutional neural network in raw single-channel EEG. Biomedical Signal Processing And Control 2021, 63: 102203. DOI: 10.1016/j.bspc.2020.102203.Peer-Reviewed Original ResearchSingle-channel electroencephalogramConvolutional neural networkSqueeze-ExcitationNeural networkRaw single-channel electroencephalogramChannel mismatchModel generalization abilitySleep staging taskChannel mismatch problemAutomatic sleep staging methodEnd-to-endAutomatic sleep stagingManual sleep stagingSleep staging methodsSleep stagesSleep-EDFxGeneralization capabilityGeneralization abilityTrained weightsElectroencephalogram signalsSleep datasetsElectroencephalogram channelsMismatch problemPortable sleep monitoring deviceClinical sleep recordings
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