A study of human sleep stage classification based on dual channels of EEG signal using machine learning techniques

SK Satapathy, D Loganathan - SN Computer Science, 2021 - Springer
Sleep staging is one of the important methods for the diagnosis of the different types of sleep-
related diseases. Manual inspection of sleep scoring is a very time-consuming process …

[HTML][HTML] Evaluation of a single-channel EEG-based sleep staging algorithm

S Zhao, F Long, X Wei, X Ni, H Wang… - International Journal of …, 2022 - mdpi.com
Sleep staging is the basis of sleep assessment and plays a crucial role in the early
diagnosis and intervention of sleep disorders. Manual sleep staging by a specialist is time …

A decision support system for automated identification of sleep stages from single-channel EEG signals

AR Hassan, A Subasi - Knowledge-Based Systems, 2017 - Elsevier
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 …

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 …

[HTML][HTML] Automatic classification of sleep stages using EEG signals and convolutional neural networks

IS Masad, A Alqudah, S Qazan - Plos one, 2024 - journals.plos.org
Sleep stages classification is one of the new topics in studying human life quality because it
plays a crucial role in getting a healthy lifestyle. Abnormal changes or absence of normal …

[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 …

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 …

A new automatic sleep staging system based on statistical behavior of local extrema using single channel EEG signal

S Seifpour, H Niknazar, M Mikaeili… - Expert Systems with …, 2018 - Elsevier
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 …

An automatic single-channel EEG-based sleep stage scoring method based on hidden Markov Model

H Ghimatgar, K Kazemi, MS Helfroush… - Journal of neuroscience …, 2019 - Elsevier
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 …

An automated system for sleep staging using EEG brain signals based on a machine learning approach

SK Satapathy, HK Kondaveeti… - 2022 IEEE 19th India …, 2022 - ieeexplore.ieee.org
Correctly classifying the sleep stages is essential for analyzing sleep quality and diagnosing
sleep disorders. This research article aims to explore the classification performance of state …