The push towards low-power and wearable sleep systems requires using minimum number
of recording channels to enhance battery life, keep processing load small and be more …

Automatic sleep stage mymargin classification is of great importance to measure sleep
quality. In this paper, we propose a novel attention-based deep learning architecture called …

Sleep quality is essential to health, informed by the sleep stage. In other words, identifying
the sleep stage can detect the possibility of sleep disorders. The standard carried out in …

Since speed of classification is important to real-time applications, this study proposed fast
classification of sleep and wake stages using a single electroencephalograph (EEG) …

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 …

This study presents automated sleep staging on a large number of sleep
electroencephalography (EEG) recordings collected using the Muse S headband. Two …

Insomnia is a type of sleep disorder that affects both the psychological and mental state.
Conventionally, clinicians diagnose insomnia with a clinical interview that is subjective and …

Sleep plays a vital role in an individual's life, it enables proper cognitive and behavioral
functions. An insufficient amount of sleep can lead to serious repercussions. Sleep disorders …

Purpose: Sleep is one of the necessities of the body, such as eating, drinking, etc., that
affects different aspects of human life. Sleep monitoring and sleep stage classification play …

The classification of sleep stages is an important process. However, this process is time-
consuming, subjective, and error-prone. Many automated classification methods use …