… model for automatic obstructive sleep apnea detection using ECG signals. Firstly, we have
developed a signal transformation workflow to convert ECG signals into conventional and …

… the occurrence of sleep apnea episodes ahead in time using single-lead ECG data from the
… to capture the time pattern of ECG signal several minutes before the occurrence of sleep …

… for the classification of sleep apnea episodes from single-lead ECG signals. It was shown …
of sleep apnea detection. In [5], it was shown that the accuracy of sleep apnea detection can …

… Furthermore, since only a single-lead ECG signal is used, our … Apnea-ECG dataset is
labeled in 1-minute segments, an apnea/hypopnea event could occur in the middle of two 1…

… literature that are based on ECG signals [8], some … sleep data into 1 of the 3 basic types:
apnea, hypopnea, and healthy episodes, with fewer parameters obtained from single-lead ECG …

… This study deals with the automatic classification of obstructive apnea during sleep based
on features from the ECG signal. TVAMs were used for feature extraction and KNN and NN …

… ) are major signals that are derived from ECG signal. HRV characterizes … ECG signal [8,
9]. Here, our main focus is on the use of single-lead ECG signal alone for the detection of sleep …

… in central sleep apnea; in obstructive sleep apnea, breathing is … In mixed sleep apnea, there
is a transition from central to … , a single-lead ECG signal was used for automatic sleep stage …

… to diagnose sleep disorders, its elevated costs and reduced comfort cause sleep apnea to …
the possibility of detecting episodes of sleep apnea by using only the ECG signal. In this way, …

… ECG signal is the detection of obstructive sleep apnea (OSA). ECG-derived respiratory (EDR)
signals, contribute to useful information about apnea occurrence. In this paper, two EDR …