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

Hybridization of soft-computing algorithms with neural network for prediction obstructive sleep apnea using biomedical sensor measurements

(2022) Mustafa Habeeb Chyad et al.   NEURAL COMPUTING & APPLICATIONS

BI - Directional long short-term memory for automatic detection of sleep apnea events based on single channel EEG signal

(2022) Yao Wang et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Contactless sleep apnea detection in snoring signals using hybrid deep neural networks targeted for embedded hardware platform with real-time applications

(2022) Xu Lin et al.   Biomedical Signal Processing and Control

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

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

Detection of pediatric obstructive sleep apnea using a multilayer perceptron model based on single-channel oxygen saturation or clinical features

(2022) Yunxiao Wu et al.   METHODS

CMS2-Net: Semi-Supervised Sleep Staging for Diverse Obstructive Sleep Apnea Severity

(2022) Chuanhao Zhang et al.   IEEE Journal of Biomedical and Health Informatics

A Systematic Review of Sleep–Wake Disorder Diagnostic Criteria Reliability Studies

(2022) Christophe Gauld et al.   Biomedicines

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

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

Screening of sleep apnea based on heart rate variability and long short-term memory

(2021) Ayako Iwasaki et al.   Sleep and Breathing

Evaluation and Management of Adults with Obstructive Sleep Apnea Syndrome

(2021) Janet J. Lee et al.   LUNG

Wavelet Analysis of Overnight Airflow to Detect Obstructive Sleep Apnea in Children

(2021) Verónica Barroso-García et al.   SENSORS

Metrics of Sleep Apnea Severity: Beyond the AHI

(2021) Atul Malhotra et al.   SLEEP

A model for obstructive sleep apnea detection using a multi-layer feed-forward neural network based on electrocardiogram, pulse oxygen saturation, and body mass index

(2021) Zufei Li et al.   Sleep and Breathing

Obstructive Sleep Apnea and Cardiovascular Disease: A Scientific Statement From the American Heart Association

(2021) Yerem Yeghiazarians et al.   CIRCULATION

Evaluating consumer and clinical sleep technologies: an American Academy of Sleep Medicine update

(2021) Sharon Schutte-Rodin et al.   Journal of Clinical Sleep Medicine

End-to-End Sleep Apnea Detection Using Single-Lead ECG Signal and 1-D Residual Neural Networks

(2021) Roneel V. Sharan et al.   Journal of Medical and Biological Engineering

Diagnosis of Obstructive Sleep Apnea from ECG Signals Using Machine Learning and Deep Learning Classifiers

(2021) Alaa Sheta et al.   Applied Sciences-Basel

Development of an IoT-Based Sleep Apnea Monitoring System for Healthcare Applications

(2021) Abdur Rab Dhruba et al.   Computational and Mathematical Methods in Medicine

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

Automated Scoring of Respiratory Events in Sleep with a Single Effort Belt and Deep Neural Networks

(2021) Thijs-Enagnon Nassi et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Fundamentals of Recurrent Neural Network (RNN) and Long Short-Term Memory (LSTM) network

(2020) Alex Sherstinsky   PHYSICA D-NONLINEAR PHENOMENA

Support vector machine prediction of obstructive sleep apnea in a large-scale Chinese clinical sample

(2020) Wen-Chi Huang et al.   SLEEP

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

(2020) Daniel Álvarez et al.   Scientific Reports

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

Detection and Classification of Sleep Apnea and Hypopnea Using PPG and SpO$_2$ Signals

(2020) Remo Lazazzera et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Application of machine learning to predict obstructive sleep apnea syndrome severity

(2019) Corrado Mencar et al.   Health Informatics Journal

Evolution-based configuration optimization of a Deep Neural Network for the classification of obstructive sleep apnea episodes

(2019) Ivanoe De Falco et al.   Future Generation Computer Systems-The International Journal of eScience

0520 Treatment of Adult Obstructive Sleep Apnea with Positive Airway Pressure: An American Academy of Sleep Medicine Clinical Practice Guideline

(2019) Susheel Patil et al.   SLEEP

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

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

Estimation of the global prevalence and burden of obstructive sleep apnoea: a literature-based analysis

(2019) Adam V Benjafield et al.   Lancet Respiratory Medicine

Sleep apnea detection from a single-lead ECG signal with automatic feature-extraction through a modified LeNet-5 convolutional neural network

(2019) Tao Wang et al.   PeerJ

Predicting Nondiagnostic Home Sleep Apnea Tests Using Machine Learning

(2019) Robert Stretch et al.   Journal of Clinical Sleep Medicine

Multi-class Arrhythmia detection from 12-lead varied-length ECG using Attention-based Time-Incremental Convolutional Neural Network

(2019) Qihang Yao et al.   Information Fusion

Sleep Apnea and Cardiovascular Disease

(2018) John S. Floras   CIRCULATION RESEARCH

Online Obstructive Sleep Apnea Detection on Medical Wearable Sensors

(2018) Gregoire Surrel et al.   IEEE Transactions on Biomedical Circuits and Systems

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

Evaluation of Machine-Learning Approaches to Estimate Sleep Apnea Severity from at-Home Oximetry Recordings

(2018) Gonzalo Cesar Gutierrez-Tobal et al.   IEEE Journal of Biomedical and Health Informatics

A Review of Obstructive Sleep Apnea Detection Approaches

(2018) Fabio Mendonca et al.   IEEE Journal of Biomedical and Health Informatics

Associations of Obstructive Sleep Apnea With Atrial Fibrillation and Continuous Positive Airway Pressure Treatment

(2018) Dominik Linz et al.   JAMA Cardiology

The Combination of Atomoxetine and Oxybutynin Greatly Reduces Obstructive Sleep Apnea Severity: A Randomized, Placebo-Controlled, Double-Blind Crossover Trial

(2018) Luigi Taranto-Montemurro et al.   AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE

DeepSleepNet: A Model for Automatic Sleep Stage Scoring Based on Raw Single-Channel EEG

(2017) Akara Supratak et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Sleep Apnea

(2017) Shahrokh Javaheri et al.   JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY

An expert system for automated identification of obstructive sleep apnea from single-lead ECG using random under sampling boosting

(2017) Ahnaf Rashik Hassan et al.   NEUROCOMPUTING

An algorithm for sleep apnea detection from single-lead ECG using Hermite basis functions

(2016) Hemant Sharma et al.   COMPUTERS IN BIOLOGY AND MEDICINE

An Obstructive Sleep Apnea Detection Approach Using a Discriminative Hidden Markov Model From ECG Signals

(2016) Changyue Song et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Somatic arousal and sleepiness/fatigue among patients with sleep-disordered breathing

(2016) Morris S. Gold et al.   Sleep and Breathing

A Novel Algorithm for the Automatic Detection of Sleep Apnea From Single-Lead ECG

(2015) Carolina Varon et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Nasopharyngeal airway stenting devices for obstructive sleep apnoea: A systematic review and meta-analysis

(2014) A R Kumar et al.   JOURNAL OF LARYNGOLOGY AND OTOLOGY

Neck circumference. metabolic syndrome and obstructive sleep apnea syndrome; Evaluation of possible linkage

(2013) Mustafa Yenigün   MEDICAL SCIENCE MONITOR