Over the past few decades, researchers have attempted to simplify and accelerate the
process of sleep stage classification through various approaches; however, only a few such …

Sleep disorders have increasingly impacted healthy lifestyles. Accurate scoring of sleep
stages is crucial for diagnosing patients with sleep disorders. The precision of sleep staging …

Most existing neonatal sleep staging appro-aches applied multiple EEG channels to obtain
good performance. However, it potentially increased the computational complexity and led …

In clinical practice, sleep stage classification (SSC) is a crucial step for physicians in sleep
assessment and sleep disorder diagnosis. However, traditional sleep stage classification …

Sleep stage classification is crucial for sleep state monitoring and health interventions. In
accordance with the standards prescribed by the American Academy of Sleep Medicine, a …

Sleep stage classification plays a crucial role in sleep quality assessment and sleep
disorder prevention. Nowadays, many studies have developed algorithms for this purpose …

Sleep staging is essential for sleep assessment and plays an important role in disease
diagnosis, which refers to the classification of sleep epochs into different sleep stages …

Accurate sleep staging is crucial for wearable sensor-based sleep monitoring and health
interventions. Polysomnography (PSG) signals, rich in information from multiple …

Sleep staging serves as a fundamental assessment for sleep quality measurement and
sleep disorder diagnosis. Although current deep learning approaches have successfully …

Sleep staging is a crucial task in sleep monitoring and diagnosis, but clinical sleep staging is
both time-consuming and subjective. In this study, we proposed a novel deep learning …