Efficient obstructive sleep apnea classification based on EEG signals

WS Almuhammadi, KAI Aboalayon… - 2015 Long Island …, 2015 - ieeexplore.ieee.org
… This work studied the Obstructive Sleep Apnea detection using the EEG signal, based on
a significant filtering and classification approach. According to the experimental results that …

Obstructive sleep apnea classification based on spectrogram patterns in the electrocardiogram

JN McNames, AM Fraser - … in Cardiology 2000. vol. 27 (Cat …, 2000 - ieeexplore.ieee.org
… effect of obstructive sleep apnea (OSA) on the electrocardiogram (ECG) signal. Episodes of
sleep apnea are … We discovered several characteristic indicators of apnea in the ECG signal. …

The diagnostic method has a strong influence on classification of obstructive sleep apnea

P Escourrou, L Grote, T Penzel… - Journal of sleep …, 2015 - Wiley Online Library
Polygraphy ( PG ) and polysomnography ( PSG ) are used in clinical settings in Europe for
diagnosing obstructive sleep apnea ( OSA ), but their equivalence in unselected clinical …

A review of obstructive sleep apnea detection approaches

F Mendonca, SS Mostafa… - IEEE journal of …, 2018 - ieeexplore.ieee.org
… of obstructive sleep apnea classification, with data extracted from a PSG performed in a
hospital or available in a database. An exclusion criterion was the absence of all the diagnostic …

[HTML][HTML] Comparison of standard and novel signal analysis approaches to obstructive sleep apnea classification

A Roebuck, GD Clifford - Frontiers in bioengineering and …, 2015 - frontiersin.org
Obstructive sleep apnea (OSA) is a disorder characterized by repeated pauses in breathing
during sleep, … Previous studies have focused on the classification of snoring and apneic

A review of supine position related obstructive sleep apnea: classification, epidemiology, pathogenesis and treatment

SA Landry, C Beatty, LDJ Thomson, AM Wong… - Sleep Medicine …, 2023 - Elsevier
… on sleep. In this regard, the most carefully studied has been the effect of the supine sleeping
position on obstructive sleep apnea (… the supine position during sleep may be an effective …

[HTML][HTML] Towards validating the effectiveness of obstructive sleep apnea classification from electronic health records using machine learning

J Ramesh, N Keeran, A Sagahyroon, F Aloul - Healthcare, 2021 - mdpi.com
Obstructive sleep apnea (OSA) is a common, chronic, sleep-related breathing disorder
characterized by partial or complete airway obstruction in sleep… through the Apnea-Hypopnea …

Diagnostic value of the Friedman tongue position and Mallampati classification for obstructive sleep apnea: a meta-analysis

M Friedman, C Hamilton… - … --Head and Neck …, 2013 - journals.sagepub.com
classification and Friedman tongue position assessment techniques are significantly correlated
with predicting obstructive sleep apneaObstructive sleep apnea (OSA) is a challenging …

Obstructive sleep apnea detection using SVM-based classification of ECG signal features

L Almazaydeh, K Elleithy… - 2012 annual international …, 2012 - ieeexplore.ieee.org
… New sleep apnea classification techniques are … classification algorithm which processes
short duration epochs of the electrocardiogram (ECG) data. The presented classification

Automated recognition of obstructive sleep apnea syndrome using support vector machine classifier

HM Al-Angari, AV Sahakian - IEEE Transactions on Information …, 2012 - ieeexplore.ieee.org
… The goal of this work is to evaluate classification of wholenight Normal and Apneic epochs
using extracted features from the phase and magnitude of the respiratory efforts signals, …