Background and objective With the acceleration of social rhythm and the increase of
pressure, there are various sleep problems among people. Sleep staging is an important …

Sleep staging is the basis of sleep assessment and plays a crucial role in the early
diagnosis and intervention of sleep disorders. Manual sleep staging by a specialist is time …

In this work, an efficient automated new approach for sleep stage identification based on the
new standard of the American academy of sleep medicine (AASM) is presented. The …

The aim of this study is to propose a high-accuracy and high-efficiency sleep staging
algorithm using single-channel electroencephalograms (EEGs). The process consists four …

The present work aims at automatic identification of various sleep stages like, sleep stages
1, 2, slow wave sleep (sleep stages 3 and 4), REM sleep and wakefulness from single …

The analysis of the electroencephalogram (EEG) can yield much useful information about
brain function, including indications of sleep stage. During the process of EEG analysis …

Sleep staging is one of the important methods for the diagnosis of the different types of sleep-
related diseases. Manual inspection of sleep scoring is a very time-consuming process …

Automated classification of sleep stages is in demand to overcome the limitations of manual
sleep stage classification. Analyzing sleep stages manually using neurophysiological …

In this paper, a rule-based automatic sleep staging method was proposed. Twelve features
including temporal and spectrum analyses of the EEG, EOG, and EMG signals were utilized …

Background: The process of automatic sleep stage scoring consists of two major parts:
feature extraction and classification. Features are normally extracted from the polysomno …