End-to end decision support system for sleep apnea detection and Apnea-Hypopnea Index calculation using hybrid feature vector and Machine learning

An intelligent model involving multi-channels spectrum patterns based features for automatic sleep stage classification

(2023) Shahab Abdulla et al.   INTERNATIONAL JOURNAL OF MEDICAL INFORMATICS

Efficient Deep Learning Based Hybrid Model to Detect Obstructive Sleep Apnea

(2023) Prashant Hemrajani et al.   SENSORS

Vision Transformers (ViT) for Blanket-Penetrating Sleep Posture Recognition Using a Triple Ultra-Wideband (UWB) Radar System

(2023) Derek Ka-Hei Lai et al.   SENSORS

Application of various machine learning techniques to predict obstructive sleep apnea syndrome severity

(2023) Hyewon Han et al.   Scientific Reports

Machine Learning Assisted Wearable Wireless Device for Sleep Apnea Syndrome Diagnosis

(2023) Shaokui Wang et al.   Biosensors-Basel

Machine Learning Identification of Obstructive Sleep Apnea Severity through the Patient Clinical Features: A Retrospective Study

(2023) Antonino Maniaci et al.   Life-Basel

Tree-Based Machine Learning Techniques for Automated Human Sleep Stage Classification

(2023) Recep Sinan Arslan et al.   Traitement du Signal

Sleep disorder and apnea events detection framework with high performance using two-tier learning model design

(2023) Recep Sinan Arslan   PeerJ Computer Science

BASH-GN: a new machine learning–derived questionnaire for screening obstructive sleep apnea

(2022) Jiayan Huo et al.   Sleep and Breathing

A 2D convolutional neural network to detect sleep apnea in children using airflow and oximetry

(2022) Jorge Jiménez-García et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Automated sleep scoring system using multi-channel data and machine learning

(2022) Recep Sinan Arslan et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Machine learning approach for obstructive sleep apnea screening using brain diffusion tensor imaging

(2022) Bo Pang et al.   JOURNAL OF SLEEP RESEARCH

Multiple-instance learning for EEG based OSA event detection

(2022) Liu Cheng et al.   Biomedical Signal Processing and Control

Sensitive deep learning application on sleep stage scoring by using all PSG data

(2022) Recep Sinan Arslan et al.   NEURAL COMPUTING & APPLICATIONS

Standardized framework to report on the role of sleeping position in sleep apnea patients

(2021) M. J. L. Ravesloot et al.   Sleep and Breathing

Metrics of Sleep Apnea Severity: Beyond the AHI

(2021) Atul Malhotra et al.   SLEEP

Comparing sleep studies in terms of the apnea-hypopnea index using the dedicated Shiny web application

(2021) Marcel Młyńczak et al.   Biomedical Signal Processing and Control

Accelerometry-derived respiratory index estimating apnea-hypopnea index for sleep apnea screening

(2021) Aurélien Bricout et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Machine Learning in Agriculture: A Comprehensive Updated Review

(2021) Lefteris Benos et al.   SENSORS

Ensemble of Deep Learning Models for Sleep Apnea Detection: An Experimental Study

(2021) Debadyuti Mukherjee et al.   SENSORS

Obstructive sleep apnea detection from single-lead electrocardiogram signals using one-dimensional squeeze-and-excitation residual group network

(2021) Quanan Yang et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Non-contact Sleep/Wake Monitoring Using Impulse-Radio Ultrawideband Radar in Neonates

(2021) Won Hyuk Lee et al.   Frontiers in Pediatrics

Detection of Abnormal Respiratory Events with Single Channel ECG and Hybrid Machine Learning Model in Patients with Obstructive Sleep Apnea

(2020) F. Bozkurt et al.   IRBM

Validation of novel automatic ultra-wideband radar for sleep apnea detection

(2020) Yong Zhou et al.   Journal of Thoracic Disease

Upright Cheyne-Stokes Respiration in Patients With Heart Failure

(2020) Alberto Giannoni et al.   JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY

Development of an automated system for obstructive sleep apnea treatment based on machine learning and breath effort monitoring

(2020) V. Tsouti et al.   MICROELECTRONIC ENGINEERING

A Sleep Apnea Detection System Based on a One-Dimensional Deep Convolution Neural Network Model Using Single-Lead Electrocardiogram

(2020) Hung-Yu Chang et al.   SENSORS

A deep learning-based decision support system for diagnosis of osas using ptt signals

(2019) Seda Arslan Tuncer et al.   MEDICAL HYPOTHESES

Application of machine learning to predict obstructive sleep apnea syndrome severity

(2019) Corrado Mencar et al.   Health Informatics Journal

Deep learning approaches for automatic detection of sleep apnea events from an electrocardiogram

(2019) Urtnasan Erdenebayar et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

SleepEEGNet: Automated sleep stage scoring with sequence to sequence deep learning approach

(2019) Sajad Mousavi et al.   PLoS One

A survey on ensemble learning

(2019) Xibin Dong et al.   Frontiers of Computer Science

The Lancet Respiratory Medicine Commission: 2019 update: epidemiology, pathogenesis, transmission, diagnosis, and management of multidrug-resistant and incurable tuberculosis

(2019) Keertan Dheda et al.   Lancet Respiratory Medicine

Automated sleep scoring: A review of the latest approaches

(2019) Luigi Fiorillo et al.   SLEEP MEDICINE REVIEWS

A method to detect sleep apnea based on deep neural network and hidden Markov model using single-lead ECG signal

(2018) Kunyang Li et al.   NEUROCOMPUTING

Sleep apnea detection: accuracy of using automated ECG analysis compared to manually scored polysomnography (apnea hypopnea index)

(2018) Hugi Hilmisson et al.   Sleep and Breathing

Automated Sleep Apnea Detection in Raw Respiratory Signals Using Long Short-Term Memory Neural Networks

(2018) Tom Van Steenkiste et al.   IEEE Journal of Biomedical and Health Informatics

AASM Scoring Manual Updates for 2017 (Version 2.4)

(2017) Richard B. Berry et al.   Journal of Clinical Sleep Medicine

The New AASM Criteria for Scoring Hypopneas: Impact on the Apnea Hypopnea Index

(2017) Warren R. Ruehland et al.   SLEEP

International Classification of Sleep Disorders-Third Edition

(2014) Michael J Sateia   CHEST