Background: Although polysomnography (PSG) is a gold standard tool for diagnosing sleep apnea (SA), it can reduce the patient’s sleep quality by the placement of several disturbing sensors and can only be interpreted by a highly trained sleep technician or scientist. In recent years, electrocardiogram (ECG)-derived respiration (EDR) and heart rate variability (HRV) have been used to automatically diagnose SA and reduce the drawbacks of PSG. Up to now, most of the proposed approaches focus on machine-learning (ML) algorithms and feature engineering, which require prior expert knowledge and experience. The present study proposes an SA detection algorithm to differentiate a normal and apnea event using a deep-learning (DL) framework based on 1...
Recently, deep learning for automated sleep stage classification has been introduced with promising ...
Sleep disorder is a symptom of many neurological diseases that may significantly affect the quality ...
Accurately diagnosing sleep disorders is essential for clinical assessments and treatments. Polysomn...
Sleep disorder is a symptom of many neurological diseases that may significantly affect the quality ...
Background: Polysomnography (PSG) is the gold standard for detecting obstructive sleep apnea (OSA). ...
Background: Polysomnography (PSG) is the gold standard for detecting obstructive sleep apnea (OSA). ...
Sleep apnea, a severe sleep disorder, is a clinically complicated disease that requires timely diagn...
Abstract. Sleep apnea (SA) is a common sleep disorder that is not easy to detect among several patie...
Abstract. Sleep apnea (SA) is a common sleep disorder that is not easy to detect among several patie...
Obstructive sleep apnea (OSA) is a well-known sleep ailment. OSA mostly occurs due to the shortage o...
Abstract. Sleep apnea (SA) is a common sleep disorder that is not easy to detect among several patie...
Abstract. Sleep apnea (SA) is a common sleep disorder that is not easy to detect among several patie...
Abstract. Sleep apnea (SA) is a common sleep disorder that is not easy to detect among several patie...
Abstract. Sleep apnea (SA) is a common sleep disorder that is not easy to detect among several patie...
BackgroundPolysomnography (PSG) is the gold standard for detecting obstructive sleep apnea (OSA). Ho...
Recently, deep learning for automated sleep stage classification has been introduced with promising ...
Sleep disorder is a symptom of many neurological diseases that may significantly affect the quality ...
Accurately diagnosing sleep disorders is essential for clinical assessments and treatments. Polysomn...
Sleep disorder is a symptom of many neurological diseases that may significantly affect the quality ...
Background: Polysomnography (PSG) is the gold standard for detecting obstructive sleep apnea (OSA). ...
Background: Polysomnography (PSG) is the gold standard for detecting obstructive sleep apnea (OSA). ...
Sleep apnea, a severe sleep disorder, is a clinically complicated disease that requires timely diagn...
Abstract. Sleep apnea (SA) is a common sleep disorder that is not easy to detect among several patie...
Abstract. Sleep apnea (SA) is a common sleep disorder that is not easy to detect among several patie...
Obstructive sleep apnea (OSA) is a well-known sleep ailment. OSA mostly occurs due to the shortage o...
Abstract. Sleep apnea (SA) is a common sleep disorder that is not easy to detect among several patie...
Abstract. Sleep apnea (SA) is a common sleep disorder that is not easy to detect among several patie...
Abstract. Sleep apnea (SA) is a common sleep disorder that is not easy to detect among several patie...
Abstract. Sleep apnea (SA) is a common sleep disorder that is not easy to detect among several patie...
BackgroundPolysomnography (PSG) is the gold standard for detecting obstructive sleep apnea (OSA). Ho...
Recently, deep learning for automated sleep stage classification has been introduced with promising ...
Sleep disorder is a symptom of many neurological diseases that may significantly affect the quality ...
Accurately diagnosing sleep disorders is essential for clinical assessments and treatments. Polysomn...