A convolutional neural network to classify sleep stages in pediatric sleep apnea from pulse oximetry signals

Author:

Vaquerizo-Villar Fernando1,Alvarez Daniel1,Gutierrez-Tobal Gonzalo C.1,Campo Felix Del2,Kheirandish-Gozal Leila3,Gozal David3,Penzel Thomas4,Hornero Roberto1

Affiliation:

1. Universidad de Valladolid, Centro de Investigatión Biomédica en Red en Bioingeniería Biomateriales y Nanomedicina, (CIBER-BBN),Biomedical Engineering Group,Valladolid,Spain

2. Hospital Universitario Río Hortega,Centro de Investigación Biomédica en Red en Bioingeniería, Biomateriales y Nanomedicina, (CIBER-BBN),Valladolid,Spain

3. The University of Missouri School of Medicine,Department of Child Health,Columbia,Missouri,USA

4. Charité-Universitätsmedizin Berlin,Interdisciplinary Center of Sleep Medicine,Berlin,Germany

Funder

Ministerio de Ciencia e Innovación

Sociedad Española de Neumología y Cirugía Torácica

European Social Fund

Sears

Publisher

IEEE

Reference23 articles.

1. Sleep apnea: a review of diagnostic sensors, algorithms, and therapies

2. Reliability of machine learning to diagnose pediatric obstructive sleep apnea: Systematic review and meta-analysis;gutiérrez-tobal;Pediatr Pulmonol,2021

3. Comparison of detrended fluctuation analysis and spectral analysis for heart rate variability in sleep and sleep apnea

4. REM and NREM sleep-state distribution of respiratory events in habitually snoring school-aged community children

5. Sleep stage classification in children using photo plethysmogram pulse rate variability;dehkordi;Comput Cardiol (2010),2014

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1. Automatic Sleep Stage Classification Model with Longer Sequence Learning for OSA Patients;2023 8th International Conference on Intelligent Informatics and Biomedical Sciences (ICIIBMS);2023-11-23

2. Effect of functional appliances on sleep‐disordered breathing in Class II division 1 malocclusion children: Randomized controlled trial;Orthodontics & Craniofacial Research;2023-07-31

3. A deep learning model based on the combination of convolutional and recurrent neural networks to enhance pulse oximetry ability to classify sleep stages in children with sleep apnea;2023 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC);2023-07-24

4. OBSTRÜKTİF UYKU APNESİ TESPİTİNDE POLİSOMNOGRAFİYE ALTERNATİF YENİ YÖNTEMLER;Kahramanmaraş Sütçü İmam Üniversitesi Mühendislik Bilimleri Dergisi;2023-03-15

5. Pediatric sleep apnea: Characterization of apneic events and sleep stages using heart rate variability;Computers in Biology and Medicine;2023-03

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