Deep Learning in Automatic Sleep Staging With a Single Channel Electroencephalography

Deep Learning in Automatic Sleep Staging With a Single Channel Electroencephalography

This study centers on automatic sleep staging with a single channel electroencephalography (EEG), with some significant findings for sleep staging. In this study, we proposed a deep learning-based network by integrating attention mechanism and bidirectional long short-term memory neural network (AT-...

Full description

Bibliographic Details
Main Authors: Mingyu Fu, Yitian Wang, Zixin Chen, Jin Li, Fengguo Xu, Xinyu Liu, Fengzhen Hou
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-03-01
Series:Frontiers in Physiology
Subjects:
deep learning
single channel electroencephalography
automatic sleep staging
bidirectional long short-term memory
attention mechanism
Online Access:https://www.frontiersin.org/articles/10.3389/fphys.2021.628502/full

Internet

https://www.frontiersin.org/articles/10.3389/fphys.2021.628502/full

Similar Items