Automated Sleep Staging Technique Based On The Empirical Mode Decomposition Algorithm: A Preliminary Study

Jing Dong,Dongdong Liu,Cheng Zhang,Jing Ma,Guangfa Wang,Dan Guo,Yanhui Liu,Hua Zhong,Jue Zhang,Chung-Kang Peng,Jing Fang

ADVANCES IN DATA SCIENCE AND ADAPTIVE ANALYSIS（2010）

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摘要

An automatic sleep staging method is proposed to score wakefulness and three nonrapid eye movement (NREM) stages S1, S2 and S3, based on the Empirical Mode Decomposition (EMD) algorithm. Patients with sleep disorders were tested using this method. Good agreements between manual and automatic staging results were achieved in terms of their Cohen's Kappa value.

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关键词

Automatic sleep staging, Empirical Mode Decomposition, sleep disordered breathing subjects

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