A new automatic sleep staging system based on statistical behavior of local extrema using single channel EEG signal
Over the past decade, converging evidence from diverse studies has demonstrated that
sleep is closely associated with the mental and physical health, quality of life, and safety …
sleep is closely associated with the mental and physical health, quality of life, and safety …
[HTML][HTML] Machine learning with ensemble stacking model for automated sleep staging using dual-channel EEG signal
SK Satapathy, AK Bhoi, D Loganathan… - … Signal Processing and …, 2021 - Elsevier
Sleep staging is an important part of diagnosing the different types of sleep-related disorders
because any discrepancies in the sleep scoring process may cause serious health problems …
because any discrepancies in the sleep scoring process may cause serious health problems …
A decision support system for automated identification of sleep stages from single-channel EEG signals
A decision support system for automated detection of sleep stages can alleviate the burden
of medical professionals of manually annotating a large bulk of data, expedite sleep disorder …
of medical professionals of manually annotating a large bulk of data, expedite sleep disorder …
Sleep staging algorithm based on multichannel data adding and multifeature screening
W Huang, B Guo, Y Shen, X Tang, T Zhang, D Li… - Computer methods and …, 2020 - Elsevier
Background: Sleep staging is an important basis of sleep research, which is closely related
to both normal sleep physiology and sleep disorders. Many studies have reported various …
to both normal sleep physiology and sleep disorders. Many studies have reported various …
Sleep staging from the EEG signal using multi-domain feature extraction
Z Liu, J Sun, Y Zhang, P Rolfe - Biomedical Signal Processing and Control, 2016 - Elsevier
The analysis of the electroencephalogram (EEG) can yield much useful information about
brain function, including indications of sleep stage. During the process of EEG analysis …
brain function, including indications of sleep stage. During the process of EEG analysis …
A novel multi-class EEG-based sleep stage classification system
Sleep stage classification is one of the most critical steps in effective diagnosis and the
treatment of sleep-related disorders. Visual inspection undertaken by sleep experts is a time …
treatment of sleep-related disorders. Visual inspection undertaken by sleep experts is a time …
Development of automated sleep stage classification system using multivariate projection-based fixed boundary empirical wavelet transform and entropy features …
The categorization of sleep stages helps to diagnose different sleep-related ailments. In this
paper, an entropy-based information–theoretic approach is introduced for the automated …
paper, an entropy-based information–theoretic approach is introduced for the automated …
An ensemble system for automatic sleep stage classification using single channel EEG signal
The present work aims at automatic identification of various sleep stages like, sleep stages
1, 2, slow wave sleep (sleep stages 3 and 4), REM sleep and wakefulness from single …
1, 2, slow wave sleep (sleep stages 3 and 4), REM sleep and wakefulness from single …
Prognosis of automated sleep staging based on two-layer ensemble learning stacking model using single-channel EEG signal
SK Satapathy, D Loganathan - Soft Computing, 2021 - Springer
Sleep is important part for human health and quality of life in the daily routine basis.
However, numerous individuals face sleep problems due to rapid changes occurred in both …
However, numerous individuals face sleep problems due to rapid changes occurred in both …
EEG‐based automatic sleep staging using ontology and weighting feature analysis
B Zhang, T Lei, H Liu, H Cai - Computational and mathematical …, 2018 - Wiley Online Library
Sleep staging is considered as an effective indicator for auxiliary diagnosis of sleep
diseases and related psychiatric diseases, so it attracts a lot of attention from sleep …
diseases and related psychiatric diseases, so it attracts a lot of attention from sleep …