Current status and prospects of automatic sleep stages scoring
The scoring of sleep stages is one of the essential tasks in sleep analysis. Since a manual
procedure requires considerable human and financial resources, and incorporates some …
procedure requires considerable human and financial resources, and incorporates some …
A review of automated sleep stage scoring based on physiological signals for the new millennia
Abstract Background and Objective Sleep is an important part of our life. That importance is
highlighted by the multitude of health problems which result from sleep disorders. Detecting …
highlighted by the multitude of health problems which result from sleep disorders. Detecting …
A comparative review on sleep stage classification methods in patients and healthy individuals
Background and objective: Proper scoring of sleep stages can give clinical information on
diagnosing patients with sleep disorders. Since traditional visual scoring of the entire sleep …
diagnosing patients with sleep disorders. Since traditional visual scoring of the entire sleep …
Sleep stage classification using EEG signal analysis: a comprehensive survey and new investigation
Sleep specialists often conduct manual sleep stage scoring by visually inspecting the
patient's neurophysiological signals collected at sleep labs. This is, generally, a very difficult …
patient's neurophysiological signals collected at sleep labs. This is, generally, a very difficult …
Determining a continuous marker for sleep depth
Detection and quantification of sleep arousals is an important issue, as the frequent arousals
are known to reduce the quality of sleep and cause daytime sleepiness. In typical sleep …
are known to reduce the quality of sleep and cause daytime sleepiness. In typical sleep …
Spotlight on sleep stage classification based on EEG
I Lambert, L Peter-Derex - Nature and Science of Sleep, 2023 - Taylor & Francis
The recommendations for identifying sleep stages based on the interpretation of
electrophysiological signals (electroencephalography [EEG], electro-oculography [EOG] …
electrophysiological signals (electroencephalography [EEG], electro-oculography [EOG] …
An automatic single-channel EEG-based sleep stage scoring method based on hidden Markov Model
Objective Sleep stage scoring is essential for diagnosing sleep disorders. Visual scoring of
sleep stages is very time-consuming and prone to human errors. In this work, we introduce …
sleep stages is very time-consuming and prone to human errors. In this work, we introduce …
Automatic sleep staging using ear-EEG
KB Mikkelsen, DB Villadsen, M Otto… - Biomedical engineering …, 2017 - Springer
Background Sleep and sleep quality assessment by means of sleep stage analysis is
important for both scientific and clinical applications. Unfortunately, the presently preferred …
important for both scientific and clinical applications. Unfortunately, the presently preferred …
A systematic review of literature on automated sleep scoring
Sleep is a period of rest that is essential for functional learning ability, mental health, and
even the performance of normal activities. Insomnia, sleep apnea, and restless legs are all …
even the performance of normal activities. Insomnia, sleep apnea, and restless legs are all …
Dimensionality reduction for EEG-based sleep stage detection: comparison of autoencoders, principal component analysis and factor analysis
AM Tăuţan, AC Rossi, R de Francisco… - Biomedical Engineering …, 2021 - degruyter.com
Methods developed for automatic sleep stage detection make use of large amounts of data
in the form of polysomnographic (PSG) recordings to build predictive models. In this study …
in the form of polysomnographic (PSG) recordings to build predictive models. In this study …