Automatic Sleep Scoring Using Intrinsic Mode Based on Interpretable Deep Neural Networks

Automatic Sleep Scoring Using Intrinsic Mode Based on Interpretable Deep Neural Networks

Sleep experts manually label sleep stages via polysomnography (PSG) to diagnose sleep disorders. However, this process is time-consuming, requires a lot of labor from sleep experts, and makes the participants uncomfortable with the attachment of multiple sensors. Thus, automatic sleep scoring method...

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Bibliographic Details
Main Authors: Jaewoo Baek, Choongseop Lee, Hyunsoo Yu, Suwhan Baek, Seokmin Lee, Seungmin Lee, Cheolsoo Park
Format: Article
Language:English
Published: IEEE 2022-01-01
Series:IEEE Access
Subjects:
Electroencephalogram (EEG)
automatic sleep scoring
deep neural networks
attention mechanism
bivariate empirical mode decomposition
Online Access:https://ieeexplore.ieee.org/document/9745092/

Internet

https://ieeexplore.ieee.org/document/9745092/

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