A convolutional neural network architecture to enhance oximetry ability to diagnose pediatric obstructive sleep apnea
F Vaquerizo-Villar, D Álvarez… - IEEE Journal of …, 2021 - ieeexplore.ieee.org
This study aims at assessing the usefulness of deep learning to enhance the diagnostic
ability of oximetry in the context of automated detection of pediatric obstructive sleep apnea …
ability of oximetry in the context of automated detection of pediatric obstructive sleep apnea …
[HTML][HTML] A 2D convolutional neural network to detect sleep apnea in children using airflow and oximetry
The gold standard approach to diagnose obstructive sleep apnea (OSA) in children is
overnight in-lab polysomnography (PSG), which is labor-intensive for clinicians and onerous …
overnight in-lab polysomnography (PSG), which is labor-intensive for clinicians and onerous …
[HTML][HTML] Adoption of transformer neural network to improve the diagnostic performance of oximetry for obstructive sleep apnea
Scoring polysomnography for obstructive sleep apnea diagnosis is a laborious, long, and
costly process. Machine learning approaches, such as deep neural networks, can reduce …
costly process. Machine learning approaches, such as deep neural networks, can reduce …
[HTML][HTML] An explainable deep-learning architecture for pediatric sleep apnea identification from overnight airflow and oximetry signals
J Jiménez-García, M García, GC Gutiérrez-Tobal… - … Signal Processing and …, 2024 - Elsevier
Deep-learning algorithms have been proposed to analyze overnight airflow (AF) and
oximetry (SpO 2) signals to simplify the diagnosis of pediatric obstructive sleep apnea …
oximetry (SpO 2) signals to simplify the diagnosis of pediatric obstructive sleep apnea …
Cloud algorithm-driven oximetry-based diagnosis of obstructive sleep apnoea in symptomatic habitually snoring children
Z Xu, GC Gutiérrez-Tobal, Y Wu… - European …, 2019 - Eur Respiratory Soc
The ability of a cloud-driven Bluetooth oximetry-based algorithm to diagnose obstructive
sleep apnoea syndrome (OSAS) was examined in habitually snoring children concurrently …
sleep apnoea syndrome (OSAS) was examined in habitually snoring children concurrently …
A comparison of signal combinations for deep learning-based simultaneous sleep staging and respiratory event detection
Objective: Obstructive sleep apnea (OSA) is diagnosed using the apnea-hypopnea index
(AHI), which is the average number of respiratory events per hour of sleep. Recently …
(AHI), which is the average number of respiratory events per hour of sleep. Recently …
[HTML][HTML] Wavelet analysis of oximetry recordings to assist in the automated detection of moderate-to-severe pediatric sleep apnea-hypopnea syndrome
F Vaquerizo-Villar, D Alvarez, L Kheirandish-Gozal… - PloS one, 2018 - journals.plos.org
Background The gold standard for pediatric sleep apnea hypopnea syndrome (SAHS) is
overnight polysomnography, which has several limitations. Thus, simplified diagnosis …
overnight polysomnography, which has several limitations. Thus, simplified diagnosis …
Multi-objective hyperparameter optimization of convolutional neural network for obstructive sleep apnea detection
Obstructive sleep apnea (OSA) is a common sleep disorder characterized by interrupted
breathing during sleep. Because of the cost, complexity, and accessibility issue related to …
breathing during sleep. Because of the cost, complexity, and accessibility issue related to …
Evaluation of machine-learning approaches to estimate sleep apnea severity from at-home oximetry recordings
GC Gutiérrez-Tobal, D Álvarez… - IEEE journal of …, 2018 - ieeexplore.ieee.org
Complexity, costs, and waiting list issues demand a simplified alternative for sleep apnea-
hypopnea syndrome (SAHS) diagnosis. The blood oxygen saturation signal (SpO2) carries …
hypopnea syndrome (SAHS) diagnosis. The blood oxygen saturation signal (SpO2) carries …
[HTML][HTML] Assessment of airflow and oximetry signals to detect pediatric sleep apnea-hypopnea syndrome using AdaBoost
The reference standard to diagnose pediatric Obstructive Sleep Apnea (OSA) syndrome is
an overnight polysomnographic evaluation. When polysomnography is either unavailable or …
an overnight polysomnographic evaluation. When polysomnography is either unavailable or …