A review on current trends in automatic sleep staging through bio-signal recordings and future challenges

Sleep Medicine Reviews(2021)

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摘要
Sleep staging is a vital process conducted in order to analyze polysomnographic data. To facilitate prompt interpretation of these recordings, many automatic sleep staging methods have been proposed. These methods rely on bio-signal recordings, which include electroencephalography, electrocardiography, electromyography, electrooculography, respiratory, pulse oximetry and others. However, advanced, uncomplicated and swift sleep-staging-evaluation is still needed in order to improve the existing polysomnographic data interpretation. The present review focuses on automatic sleep staging methods through bio-signal recording including current and future challenges.
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关键词
Sleep,Bio-signals,Pre-processing,Feature extraction methods,Sleep staging rules,Sleep datasets,Automatic staging techniques
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