Deep Learning for Diagnosis and Classification of Obstructive Sleep Apnea: A Nasal Airflow-Based Multi-Resolution Residual Network

Modeling Obstructive Sleep Apnea Voices Using Deep Neural Network Embeddings and Domain-Adversarial Training

(2020) Juan M. Perero-Codosero et al.   IEEE Journal of Selected Topics in Signal Processing

A comprehensive guideline for bland-altman and intra class correlation calculations to properly compare two methods of measurement and interpret findings

(2020) Shahab Haghayegh et al.   PHYSIOLOGICAL MEASUREMENT

A machine learning-based test for adult sleep apnoea screening at home using oximetry and airflow

(2020) Daniel Álvarez et al.   Scientific Reports

Continuous blood pressure measurement from one-channel electrocardiogram signal using deep-learning techniques

(2020) Fen Miao et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

What are we missing? Hypertension and hypopneas

(2020) Subodh Arora et al.   Journal of Clinical Sleep Medicine

A Review of Recurrent Neural Networks: LSTM Cells and Network Architectures

(2019) Yong Yu et al.   NEURAL COMPUTATION

Advanced polysomnographic analysis for OSA: A pathway to personalized management?

(2019) Philip de Chazal et al.   RESPIROLOGY

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

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

Artificial neural network analysis of the oxygen saturation signal enables accurate diagnostics of sleep apnea

(2019) Sami Nikkonen et al.   Scientific Reports

Obstructive Sleep Apnea and Cardiovascular Disease. REM Sleep Matters!

(2018) Babak Mokhlesi et al.   AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE

Real-time apnea-hypopnea event detection during sleep by convolutional neural networks

(2018) Sang Ho Choi et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Automated Detection of Obstructive Sleep Apnea Events from a Single-Lead Electrocardiogram Using a Convolutional Neural Network

(2018) Erdenebayar Urtnasan et al.   JOURNAL OF MEDICAL SYSTEMS

Devices for Home Detection of Obstructive Sleep Apnea: A Review

(2018) Fábio Mendonça et al.   SLEEP MEDICINE REVIEWS

The (Still) Elusive Definition of Hypopnea

(2018) Kenneth R. Casey et al.   Journal of Clinical Sleep Medicine

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

Polysomnographic phenotypes and their cardiovascular implications in obstructive sleep apnoea

(2017) Andrey V Zinchuk et al.   THORAX

Utility of AdaBoost to Detect Sleep Apnea-Hypopnea Syndrome From Single-Channel Airflow

(2016) Gonzalo C. Gutierrez-Tobal et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Comparison of American Academy of Sleep Medicine (AASM) versus Center for Medicare and Medicaid Services (CMS) polysomnography (PSG) scoring rules on AHI and eligibility for continuous positive airway pressure (CPAP) treatment

(2016) Arkady Korotinsky et al.   Sleep and Breathing

Misclassification of OSA Severity With Automated Scoring of Home Sleep Recordings

(2015) R. Nisha Aurora et al.   CHEST

The 2012 AASM Respiratory Event Criteria Increase the Incidence of Hypopneas in an Adult Sleep Center Population

(2015) Brett Duce et al.   Journal of Clinical Sleep Medicine

Deep learning

(2015) Yann LeCun et al.   NATURE

Sleep Apnea Related Risk of Motor Vehicle Accidents is Reduced by Continuous Positive Airway Pressure: Swedish Traffic Accident Registry Data

(2015) Mahssa Karimi et al.   SLEEP

Obstructive sleep apnoea syndrome

(2015) Patrick Lévy et al.   Nature Reviews Disease Primers

Sleep Apnea Related Risk of Motor Vehicle Accidents is Reduced by Continuous Positive Airway Pressure: Swedish Traffic Accident Registry Data

(2015) Mahssa Karimi et al.   SLEEP

Adult obstructive sleep apnoea

(2013) Amy S Jordan et al.   LANCET

Evaluation of the accuracy of manual and automatic scoring of a single airflow channel in patients with a high probability of obstructive sleep apnea

(2013) Ahmed S BaHammam et al.   MEDICAL SCIENCE MONITOR

Agreement in Computer-Assisted Manual Scoring of Polysomnograms across Sleep Centers

(2013) Samuel T. Kuna et al.   SLEEP

Multiclass classification of subjects with sleep apnoea–hypopnoea syndrome through snoring analysis

(2012) Jordi Solà-Soler et al.   MEDICAL ENGINEERING & PHYSICS