Automatic sleep stage classification with optimized selection of eeg channels
Visual inspection of Polysomnography (PSG) recordings by sleep experts, based on
established guidelines, has been the gold standard in sleep stage classification. This …
established guidelines, has been the gold standard in sleep stage classification. This …
Classification of sleep stages for healthy subjects and patients with minor sleep disorders
C Timplalexis, K Diamantaras… - 2019 IEEE 19th …, 2019 - ieeexplore.ieee.org
Sleep stage classification is one of the most critical steps in the effective diagnosis and
treatment of sleep-related disorders. Classic approaches involve trained human sleep …
treatment of sleep-related disorders. Classic approaches involve trained human sleep …
Review of Machine Learning Techniques in Sleep Staging using Physiological Signals
SK Sahu, SK Satapathy… - 2023 IEEE 7th …, 2023 - ieeexplore.ieee.org
The background and goal of this research are to address the importance of sleep in our
lifestyle and health. To analyze sleep problems, legitimate scoring of sleep stages is …
lifestyle and health. To analyze sleep problems, legitimate scoring of sleep stages is …
On the classification of sleep states by means of statistical and spectral features from single channel electroencephalogram
Traditional sleep scoring based on visual inspection of Electroencephalogram (EEG) signals
is onerous for sleep scorers because of the gargantuan volume of data that have to be …
is onerous for sleep scorers because of the gargantuan volume of data that have to be …
Automatic sleep stage scoring using time-frequency analysis and stacked sparse autoencoders
We developed a machine learning methodology for automatic sleep stage scoring. Our time-
frequency analysis-based feature extraction is fine-tuned to capture sleep stage-specific …
frequency analysis-based feature extraction is fine-tuned to capture sleep stage-specific …
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 …
AutoSleepNet: a multi-signal framework for automated sleep stage classification
SK Satapathy, H Madhani, S Garg… - 2022 IEEE World …, 2022 - ieeexplore.ieee.org
Sleep is one of the most vital yet often underrated components of human health. Sleep
studies are crucial for unearthing various abnormalities associated with sleep, widely …
studies are crucial for unearthing various abnormalities associated with sleep, widely …
Automatic classification of sleep stages from single-channel electroencephalogram
A portable and wearable yet low-power sleep monitoring system necessitates an automatic
sleep scoring algorithm with the use of minimum number of recording channels. Computer …
sleep scoring algorithm with the use of minimum number of recording channels. Computer …
Automatic sleep staging using state machine-controlled decision trees
SA Imtiaz, E Rodriguez-Villegas - 2015 37th Annual …, 2015 - ieeexplore.ieee.org
Automatic sleep staging from a reduced number of channels is desirable to save time,
reduce costs and make sleep monitoring more accessible by providing home-based …
reduce costs and make sleep monitoring more accessible by providing home-based …
[HTML][HTML] Sleep classification using Consumer Sleep Technologies and AI: A review of the current landscape
Classifying sleep stages in real-time represents considerable potential, for instance in
enabling interactive noise masking in noisy environments when persons are in a state of …
enabling interactive noise masking in noisy environments when persons are in a state of …