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SeriesSleepNet: an EEG time series model with partial data augmentation for automatic sleep stage scoring

Introduction: We propose an automatic sleep stage scoring model, referred to as SeriesSleepNet, based on convolutional neural network (CNN) and bidirectional long short-term memory (bi-LSTM) with partial data augmentation. We used single-channel raw electroencephalography signals for automatic sleep...

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Detalles Bibliográficos
Autores principales: Lee, Minji, Kwak, Heon-Gyu, Kim, Hyeong-Jin, Won, Dong-Ok, Lee, Seong-Whan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10494443/
https://www.ncbi.nlm.nih.gov/pubmed/37700762
http://dx.doi.org/10.3389/fphys.2023.1188678