Sleep stage classification plays a pivotal role in effective diagnosis and treatment of sleep
related disorders. Traditionally, sleep scoring is done manually by trained sleep scorers. The …

Manual classification of sleep stage is a time-consuming but necessary step in the diagnosis
and treatment of sleep disorders, and its automation has been an area of active study. The …

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 staging is a vital process for evaluating sleep quality and diagnosing sleep-related
diseases. Most of the existing automatic sleep staging methods focus on time-domain …

Abstract Objectives This study compared Support Vector Machine (SVM), Random Forest,
and Light Gradient Boosting Machine (LightGBM) performance in sleep stage classification …

One of the most essential components of human life is sleep. One of the first steps in spotting
abnormalities connected to sleep is classifying sleep stages. Based on the kind and …

Autonomous sleep tracking at home has become inevitable in today's fast-paced world. A
crucial aspect of addressing sleep-related issues involves accurately classifying sleep …

Sleep is vital for our body's physical restoration, but sleep disorders can cause various
problems. Determining sleep stages is essential for diagnosing and curing such disorders …

Automated sleep disorders diagnosis is difficult because physiological symptoms vary
considerably. Furthermore, using Polysomnography (PSG) is an expensive, time …

Sleep plays a vital part in humans health. The correct classification of sleep stages provides
clinical information that can be used to diagnose sleep disorders in patients. The gold …