Sleep is an essential physiological activity of the human body. Traditionally, doctors divide
an entire night's EEG data into 30-second frames to assess and analyze sleep patterns …

BACKGROUND: Sleep staging is an important part of sleep research. Traditional automatic
sleep staging based on machine learning requires extensive feature extraction and …

Sleep quality has gradually become an important issue concerned by people in today's
society, and the judgment of sleep quality requires professional doctors to stage the …

Sleep plays a vital role in human physiological behaviors. Sleep staging is a critical criterion
for assessing sleep patterns. Therefore, it is essential to develop an automatic sleep staging …

Abstract Background and Objective: Sleep staging plays a vital role in sleep research
because sometimes sleep recording errors may cause severe problems like …

Sleep disorders have high prevalence and cause various health problems. For the
diagnostics of these disorders and assessment of the sleep quality, many physiological data …

Sleep staging plays a vital role in sleep research because sometimes sleep recording errors
may cause severe problems like misinterpretations of the changes in characteristics of the …

In the field of medical informatics, the automatic sleep staging is a challenging and time-
consuming task, and most existing automatic sleep staging methods are based on single …

When humans fall asleep, they go through five sleep stages, ie wakefulness, stages of non-
rapid eye movement consisting of N1, N2 and N3, and rapid eye movement (REM) …

Since electroencephalogram (EEG) is a significant basis to treat and diagnose somnipathy,
sleep electroencephalogram automatic staging methods play important role in the treatment …