In this age of the fourth industrial revolution 4.0, the digital world has a plethora of data,
including the internet of things, mobile, cybersecurity, social media, forecasts, health data …

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 slee**. This reduction in …

Abstract Background and objective Attention Deficit Hyperactivity problem (ADHD) is a
common neurodevelopment problem in children and adolescents that can lead to long-term …

Atrial fibrillation is a prevalent cardiac arrhythmia that poses significant health risks to
patients. The use of non-invasive methods for AF detection, such as Electrocardiogram and …

Insomnia is a common sleep disorder in which patients cannot sleep properly. Accurate
detection of insomnia disorder is a crucial step for mental disease analysis in the early …

Obstructive sleep apnea (OSA) is a significant healthcare burden affecting approximately
one billion people worldwide. The prevalence of OSA is rising with the ongoing obesity …

Sleep apnea (SA) is a common sleep-related breathing disorder, which would lead to
damage of multiple systemic organs or even sudden death. In clinical practice, portable …

Sleep disorder classification is crucial in improving human quality of life. Sleep disorders
and apnoea can have a significant influence on human health. Sleep-stage classification by …

Sleep is a complex physiological process evaluated through various modalities recording
electrical brain, cardiac, and respiratory activities. We curate a large polysomnography …

Background Early detection of sleep apnea, the health condition where airflow either ceases
or decreases episodically during sleep, is crucial to initiate timely interventions and avoid …