Neurology

Sleep Disorders

Latest AI and machine learning research in sleep disorders for healthcare professionals.

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Showing 316-336 of 2,743 articles
A novel deep learning model for obstructive sleep apnea diagnosis: hybrid CNN-Transformer approach for radar-based detection of apnea-hypopnea events.

STUDY OBJECTIVES: The demand for cost-effective and accessible alternatives to polysomnography (PSG)...

Dec 2024 39115132
EEG Spectral Analysis in Gray Zone Between Healthy and Insomnia

This study investigates the sleep characteristics and brain activity of individuals in the gray zo...

Improving snore detection under limited dataset through harmonic/percussive source separation and convolutional neural networks

Snoring, an acoustic biomarker commonly observed in individuals with Obstructive Sleep Apnoea Synd...

Combining a wireless radar sleep monitoring device with deep machine learning techniques to assess obstructive sleep apnea severity.

STUDY OBJECTIVES: The gold standard for diagnosing obstructive sleep apnea (OSA) is polysomnography ...

Aug 2024 38546033
[Constructing a cataplexy face prediction model for narcolepsy type 1 based on ResNet-18].

To establish a prediction model for the identifying of cataplexy facial features based on clinical ...

Jul 2024 38978380
Predicting Obstructive Sleep Apnea Based on Computed Tomography Scans Using Deep Learning Models.

The incidence of clinically undiagnosed obstructive sleep apnea (OSA) is high among the general pop...

Jul 2024 38471111
Ensemble Learning Approaches for Automatic Detection of Chronic Kidney Disease Stages during Sleep.

This study investigates the use of ensemble learning methods for the automatic detection of chronic ...

Jul 2024 40039046
Sleep structure discriminates patients with isolated REM sleep behavior disorder: a deep learning approach.

Rapid eye movement (REM) sleep behavior disorder (RBD) is a disorder characterized by increased musc...

Jul 2024 40039123
Predicting Sleep Quality via Unsupervised Learning of Cardiac Activity.

While highly important for a person's mood, productivity, and physical performance, perceived sleep ...

Jul 2024 40039685
Toward personalized care for insomnia in the US Army: a machine learning model to predict response to cognitive behavioral therapy for insomnia.

STUDY OBJECTIVES: The standard of care for military personnel with insomnia is cognitive behavioral ...

Jun 2024 38300822
Evaluating insomnia queries from an artificial intelligence chatbot for patient education.

STUDY OBJECTIVES: We evaluated the accuracy of ChatGPT in addressing insomnia-related queries for pa...

Apr 2024 38217478
Standardized image-based polysomnography database and deep learning algorithm for sleep-stage classification.

STUDY OBJECTIVES: Polysomnography (PSG) scoring is labor-intensive, subjective, and often ambiguous....

Dec 2023 37703391
Enhancing OSA Assessment with Explainable AI.

Explainable Artificial Intelligence (xAI) is a rapidly growing field that focuses on making deep lea...

Jul 2023 38083271
Identification of Sleep Patterns via Clustering of Hypnodensities.

Sleep patterns vary widely between individuals. We explore methods for identifying populations exhib...

Jul 2023 38083670
Self-Organizing Maps for Contrastive Embeddings of Sleep Recordings.

Nowadays, high amounts of data can be acquired in various applications, spurring the need for interp...

Jul 2022 36086087
Classification of Sleep-Wake State in Ballistocardiogram system based on Deep Learning.

Sleep state classification is essential for managing and comprehending sleep patterns, and it is usu...

Jul 2022 36086100
[Discrimination of Chin Electromyography in REM Sleep Behavior Disorder Using Deep Learning].

OBJECTIVE: The confirmation of abnormal behavior during video monitoring in polysomnography (PSG) an...

Jan 2022 35314576
Conventional Machine Learning Methods Applied to the Automatic Diagnosis of Sleep Apnea.

The overnight polysomnography shows a range of drawbacks to diagnose obstructive sleep apnea (OSA) t...

Jan 2022 36217082
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