and is characterized by the cessation of breathing during sleep. These episodes may last for several seconds or several minutes, and may differ in the frequency with which they are experienced. Sleep apnea leads to poor sleep, which is reflected in the symptoms of fatigue, evening napping, irri...
However, self-reported data suffer from recall bias and a lack of objective assessment of sleep quality. Polysomnography The standard diagnostic test for sleep orders is polysomnography, during which neuro-cardio-respiratory parameters are usually monitored. Although PSG studies are usually performed in ...
OSAHSObstructive sleep apnea–hypopnea syndrome SDBSleep-disordered breathing SRBDSleep-related breathing disorder Share and Cite MDPI and ACS Style Alshehri, A.A.; Zaki, M.S.H.; Nour, S.O.; Gadi, W.H.; Zogel, B.A.; Alfaifi, S.M.; Masmali, E.M.; Aburasain, A.B.; Nour, M...
Using a simple and fast classical machine learning algorithm, XGBoost, trained on a small dataset, the breathing path classifier achieved an accuracy and recall of 86.8% when tested on clean data. An accuracy of 74.1% was achieved for the phase classifier with a recall of 85.4% under the ...