A Multi-Class Automatic Sleep Staging Method Based on Long Short-Term Memory Network Using Single-Lead Electrocardiogram Signals

A Multi-Class Automatic Sleep Staging Method Based on Long Short-Term Memory Network Using Single-Lead Electrocardiogram Signals

To overcome the disadvantage of clinical manual sleep staging, a convenient, economical, and efficient multi-class automatic sleep staging method is proposed based on long short-term memory network (LSTM) using single-lead electrocardiogram signals. From electrocardiogram signals, heart rate variabi...

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Bibliographic Details
Main Authors: Yuhui Wei, Xia Qi, Huaning Wang, Zhian Liu, Gang Wang, Xiangguo Yan
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Access
Subjects:
Electrocardiogram
heart rate variability
long short-term memory
sleep staging
Online Access:https://ieeexplore.ieee.org/document/8746257/

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