Apnea is a sleep disorder that stops or reduces airflow for a short time during sleep. Sleep
apnea may last for a few seconds and happen for many while sleeping. This reduction in …

Obstructive sleep apnea (OSA) is a sleep disorder characterized by periodic episodes of
partial or complete upper airway obstruction caused by narrowing or collapse of the …

Sleep apnea causes frequent cessation of breathing during sleep. Feature extraction
approaches play a key role in the performance of apnea detection algorithms that use single …

Study Objectives: Machine learning (ML) models have been employed in the setting of sleep
disorders. This review aims to summarize the existing data about the role of ML techniques …

Abstract Obstructive Sleep Apnea is a respiratory disorder that can be the origin of fatal heart
and neurological health concerns if left untreated. Despite the availability of diagnosis …

Objective. In this study, we conducted a comparative analysis of deep convolutional neural
network (CNN) models in predicting obstructive sleep apnea (OSA) using …

Electroencephalogram (EEG) is a signal commonly used for detecting brain activity and
diagnosing sleep disorders. Manual sleep stage scoring is a time-consuming task, and …

Sleep is one of the most important human physiological activities, and plays an essential
role in human health. Polysomnography (PSG) is the gold standard for measuring sleep …

Obstructive sleep apnea (OSA) is a prevalent respiratory condition in children and is
characterized by partial or complete obstruction of the upper airway during sleep. The …

Sleep apnea (SLA) is a respiratory-related sleep disorder that affects a major proportion of
the population. The gold standard in sleep testing, polysomnography, is costly, inconvenient …