k-NN-based classification of sleep apnea types using ECG

OHAN TİMUŞ, ED BOLAT - Turkish Journal of Electrical …, 2017 - journals.tubitak.gov.tr
Obstructive sleep apnea syndrome (OSAS) is a common sleep disorder that yields
cardiovascular diseases, excessive daytime sleepiness, and poor quality of life if not treated …

Sleep apnea classification using random forest via ECG

AP Razi, Z Einalou, M Manthouri - Sleep and Vigilance, 2021 - Springer
Sleep apnea (SA) is among the most common sleep-related disorders, which is defined as
the interruption of airflow in the airways for at least 10 s. Apnea can lead to different types of …

ECG classification for Sleep Apnea detection

A Hachem, M Ayache, L El Khansa… - 2016 3rd Middle East …, 2016 - ieeexplore.ieee.org
Sleep Apnea is a potentially serious sleep disorder in which you have one or more pauses
in breathing or shallow breaths while you sleep. It is classified into 3 main types: Obstructive …

ECG classification for sleep apnea detection

A Jezzini, M Ayache, L Elkhansa… - … on advances in …, 2015 - ieeexplore.ieee.org
Sleep apnea is a sleep-related breathing disorder that involves a decrease or complete halt
in airflow despite an ongoing effort to breathe. The most common form of sleep apnea is well …

Feature selection on single-lead ECG for obstructive sleep apnea diagnosis

H Gürüler, M Şahin… - Turkish Journal of …, 2014 - journals.tubitak.gov.tr
Many articles that appeared in the literature agreed upon the feasibility of diagnosing
obstructive sleep apnea (OSA) with a single-lead electrocardiogram. Although high …

[PDF][PDF] Sleep apnea identification using HRV features of ECG signals

B Sulistyo, N Surantha, SM Isa - International Journal of Electrical …, 2018 - researchgate.net
Sleep apnea is a common sleep disorder that interferes with the breathing of a person.
During sleep, people can stop breathing for a moment that causes the body lack of oxygen …

A New Approach for Identifying Patients with Obstructive Sleep Apnea Using K-Nearest Neighbor Classification

S Sani - 2021 International Conference on e-Health and …, 2021 - ieeexplore.ieee.org
Obstructive Sleep Apnea (OSA) is a common health issue in the United States. It is defined
as the repeated blockage of the upper airway, which causes the interruption of breathing …

Classification of sleep apnea types using wavelet packet analysis of short-term ECG signals

J Gubbi, A Khandoker, M Palaniswami - Journal of clinical monitoring and …, 2012 - Springer
Objective Obstructive sleep apnea (OSA) causes a pause in airflow with reduced breathing
effort. In contrast, central sleep apnea (CSA) event is not accompanied with breathing effort …

Sleep apnea classification algorithm development using a machine-learning framework and bag-of-features derived from electrocardiogram spectrograms

CY Lin, YW Wang, F Setiawan, NTH Trang… - Journal of Clinical …, 2021 - mdpi.com
Background: Heart rate variability (HRV) and electrocardiogram (ECG)-derived respiration
(EDR) have been used to detect sleep apnea (SA) for decades. The present study proposes …

An expert system for automated recognition of patients with obstructive sleep apnea using electrocardiogram recordings

A Yildiz, M Akın, M Poyraz - Expert Systems with Applications, 2011 - Elsevier
Obstructive sleep apnea (OSA) is a highly prevalent sleep disorder. The traditional
diagnosis methods of the disorder are cumbersome and expensive. The ability to …