Sleep Stage Classification Through HRV, Complexity Measures, and Heart Rate Asymmetry Using Generalized Estimating Equations Models

Sleep Stage Classification Through HRV, Complexity Measures, and Heart Rate Asymmetry Using Generalized Estimating Equations Models

This study investigates whether heart rate asymmetry (HRA) parameters offer insights into sleep stages beyond those provided by conventional heart rate variability (HRV) and complexity measures. Utilizing 31 polysomnographic recordings, we focused exclusively on electrocardiogram (ECG) data, specifi...

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Bibliographic Details
Main Authors: Bartosz Biczuk, Sebastian Żurek, Szymon Jurga, Elżbieta Turska, Przemysław Guzik, Jarosław Piskorski
Format: Article
Language:English
Published: MDPI AG 2024-12-01
Series:Entropy
Subjects:
heart rate asymmetry
sleep stages
sample entropy
HRV
GEE
predictive machine learning
Online Access:https://www.mdpi.com/1099-4300/26/12/1100
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https://www.mdpi.com/1099-4300/26/12/1100

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