A Convolutional Neural Network Architecture to Enhance Oximetry Ability to Diagnose Pediatric Obstructive Sleep Apnea - Vaquerizo-Villar, Fernando; Alvarez, Daniel; Kheirandish-Gozal, Leila; Gutierrez-Tobal, Gonzalo C.; Barroso-Garcia, Veronica; Santamaria-Vazquez, Eduardo; Campo, Felix del; Gozal, David; Hornero, Roberto (IEEE journal of biomedical and health informatics, 2021)
Keywords: Apnea; Apnea–hypopnea index (AHI); Artificial neural networks; Bayesian analysis; Computer architecture; Context; Convolution; convolutional neural networks (CNN); Deep learning; Desaturation; Diagnostic systems; Feature extraction; Indexes; Multilayers; Neural networks; Optimization; Oximetry; Oxygen content; pediatric obstructive sleep apnea (OSA); Pediatrics; Segments; Sleep; Sleep apnea; Sleep disorders; State-of-the-art reviews; Training