Automated analysis of nocturnal oximetry as screening tool for childhood obstructive sleep apnea-hypopnea syndrome. - Daniel Álvarez; Leila Kheirandish-Gozal; Gonzalo C. Gutiérrez-Tobal; Andrea Crespo; Mona F. Philby; Meelad Mohammadi; Félix del Campo; David Gozal; Roberto Hornero (EMBC, 2015)

Analysis and classification of oximetry recordings to predict obstructive sleep apnea severity in children. - Gonzalo C. Gutiérrez-Tobal; Leila Kheirandish-Gozal; Daniel Álvarez; Andrea Crespo; Mona F. Philby; Meelad Mohammadi; Félix del Campo; David Gozal; Roberto Hornero (EMBC, 2015)

Usefulness of discrete wavelet transform in the analysis of oximetry signals to assist in childhood sleep apnea-hypopnea syndrome diagnosis. - Fernando Vaquerizo-Villar; Daniel Álvarez; Gonzalo C. Gutiérrez-Tobal; Verónica Barroso-García; Leila Kheirandish-Gozal; Andrea Crespo; Félix del Campo; David Gozal; Roberto Hornero (EMBC, 2017)

Irregularity and Variability Analysis of Airflow Recordings to Facilitate the Diagnosis of Paediatric Sleep Apnoea-Hypopnoea Syndrome. - Verónica Barroso-García; Gonzalo C. Gutiérrez-Tobal; Leila Kheirandish-Gozal; Daniel Álvarez; Fernando Vaquerizo-Villar; Andrea Crespo; Félix del Campo; David Gozal; Roberto Hornero (Entropy, 2017)

Bispectral Analysis to Enhance Oximetry as a Simplified Alternative for Pediatric Sleep Apnea Diagnosis. - Gonzalo C. Gutiérrez-Tobal; Leila Kheirandish-Gozal; Fernando Vaquerizo-Villar; Daniel Álvarez; Verónica Barroso-García; Andrea Crespo; Félix del Campo; David Gozal; Roberto Hornero (EMBC, 2018)

Improving the Diagnostic Ability of Oximetry Recordings in Pediatric Sleep Apnea-Hypopnea Syndrome by Means of Multi-Class AdaBoost. - Fernando Vaquerizo-Villar; Daniel Álvarez; Leila Kheirandish-Gozal; Gonzalo C. Gutiérrez-Tobal; Verónica Barroso-García; Andrea Crespo; Félix del Campo; David Gozal; Roberto Hornero (EMBC, 2018)

Utility of bispectrum in the screening of pediatric sleep apnea-hypopnea syndrome using oximetry recordings. - Fernando Vaquerizo-Villar; Daniel Álvarez; Leila Kheirandish-Gozal; Gonzalo C. Gutiérrez-Tobal; Verónica Barroso-García; Andrea Crespo; Félix del Campo; David Gozal; Roberto Hornero (Comput. Methods Programs Biomed., 2018)

Usefulness of Spectral Analysis of Respiratory Rate Variability to Help in Pediatric Sleep Apnea-Hypopnea Syndrome Diagnosis. - Verónica Barroso-García; Gonzalo C. Gutiérrez-Tobal; Leila Kheirandish-Gozal; Daniel Álvarez; Fernando Vaquerizo-Villar; Félix del Campo; David Gozal; Roberto Hornero (EMBC, 2019)

Convolutional Neural Networks to Detect Pediatric Apnea-Hypopnea Events from Oximetry. - Fernando Vaquerizo-Villar; Daniel Álvarez; Leila Kheirandish-Gozal; Gonzalo C. Gutiérrez-Tobal; Verónica Barroso-García; Félix del Campo; David Gozal; Roberto Hornero (EMBC, 2019)

Automatic Assessment of Pediatric Sleep Apnea Severity Using Overnight Oximetry and Convolutional Neural Networks. - Fernando Vaquerizo-Villar; Daniel Álvarez; Leila Kheirandish-Gozal; Gonzalo C. Gutiérrez-Tobal; Javier Gomez-Pilar; Andrea Crespo; Félix del Campo; David Gozal; Roberto Hornero (EMBC, 2020)

Usefulness of recurrence plots from airflow recordings to aid in paediatric sleep apnoea diagnosis. - Verónica Barroso-García; Gonzalo C. Gutiérrez-Tobal; Leila Kheirandish-Gozal; Daniel Álvarez; Fernando Vaquerizo-Villar; Pablo Núñez; Félix del Campo; David Gozal; Roberto Hornero (Comput. Methods Programs Biomed., 2020)

Assessment of Airflow and Oximetry Signals to Detect Pediatric Sleep Apnea-Hypopnea Syndrome Using AdaBoost. - Jorge Jiménez-García; Gonzalo C. Gutiérrez-Tobal; María García; Leila Kheirandish-Gozal; Adrián Martín-Montero; Daniel Álvarez; Félix del Campo; David Gozal; Roberto Hornero (Entropy, 2020)

Automatic Sleep Staging in Children with Sleep Apnea using Photoplethysmography and Convolutional Neural Networks. - Fernando Vaquerizo-Villar; Daniel Álvarez; Jan F. Kraemer; Niels Wessel; Gonzalo C. Gutiérrez-Tobal; Eva Calvo; Félix del Campo; Leila Kheirandish-Gozal; David Gozal; Thomas Penzel; Roberto Hornero (EMBC, 2021)

Ensemble-learning regression to estimate sleep apnea severity using at-home oximetry in adults. - Gonzalo C. Gutiérrez-Tobal; Daniel Álvarez; Fernando Vaquerizo-Villar; Andrea Crespo; Leila Kheirandish-Gozal; David Gozal; Félix del Campo; Roberto Hornero (Appl. Soft Comput., 2021)

Bispectral analysis of overnight airflow to improve the pediatric sleep apnea diagnosis. - Verónica Barroso-García; Gonzalo C. Gutiérrez-Tobal; Leila Kheirandish-Gozal; Fernando Vaquerizo-Villar; Daniel Álvarez; Félix del Campo; David Gozal; Roberto Hornero (Comput. Biol. Medicine, 2021)

Bispectral Analysis of Heart Rate Variability to Characterize and Help Diagnose Pediatric Sleep Apnea. - Adrián Martín-Montero; Gonzalo C. Gutiérrez-Tobal; David Gozal; Verónica Barroso-García; Daniel Álvarez; Félix del Campo; Leila Kheirandish-Gozal; Roberto Hornero (Entropy, 2021)

Erratum: Martín-Montero et al. Bispectral Analysis of Heart Rate Variability to Characterize and Help Diagnose Pediatric Sleep Apnea. Entropy 2021, 23, 1016. - Adrián Martín-Montero; Gonzalo C. Gutiérrez-Tobal; David Gozal; Verónica Barroso-García; Daniel Álvarez; Félix del Campo; Leila Kheirandish-Gozal; Roberto Hornero (Entropy, 2021)

Wavelet Analysis of Overnight Airflow to Detect Obstructive Sleep Apnea in Children. - Verónica Barroso-García; Gonzalo C. Gutiérrez-Tobal; David Gozal; Fernando Vaquerizo-Villar; Daniel Álvarez; Félix del Campo; Leila Kheirandish-Gozal; Roberto Hornero (Sensors, 2021)

Recent Insights into the Measurement of Carbon Dioxide Concentrations for Clinical Practice in Respiratory Medicine. - Akira Umeda; Masahiro Ishizaka; Akane Ikeda; Kazuya Miyagawa; Atsumi Mochida; Hiroshi Takeda; Kotaro Takeda; Isato Fukushi; Yasumasa Okada; David Gozal (Sensors, 2021)

A Convolutional Neural Network Architecture to Enhance Oximetry Ability to Diagnose Pediatric Obstructive Sleep Apnea. - Fernando Vaquerizo-Villar; Daniel Álvarez; Leila Kheirandish-Gozal; Gonzalo C. Gutiérrez-Tobal; Verónica Barroso-García; Eduardo Santamaría-Vázquez; Félix del Campo; David Gozal; Roberto Hornero (IEEE J. Biomed. Health Informatics, 2021)

Slow EEG Oscillation to Characterize Pediatric Sleep Apnea and Associated Cognitive Impairments. - Gonzalo C. Gutiérrez-Tobal; Javier Gomez-Pilar; Leila Kheirandish-Gozal; Adrián Martín-Montero; Jesús Poza; Daniel Álvarez; Félix del Campo; David Gozal; Roberto Hornero (EMBC, 2022)

A 2D convolutional neural network to detect sleep apnea in children using airflow and oximetry. - Jorge Jiménez-García; María García; Gonzalo C. Gutiérrez-Tobal; Leila Kheirandish-Gozal; Fernando Vaquerizo-Villar; Daniel Álvarez; Félix del Campo; David Gozal; Roberto Hornero (Comput. Biol. Medicine, 2022)

Characterization of Cardiopulmonary Coupling in Pediatric Patients with Obstructive Sleep Apnea. - Pablo Armañac-Julián; Adrián Martín-Montero; Salla Hietakoste; Jesús Lázaro 002; Samu Kainulainen; David Gozal; Roberto Hornero; Pablo Laguna; Gonzalo C. Gutiérrez-Tobal; Eduardo Gil; Raquel Bailón (CinC, 2023)

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. - Fernando Vaquerizo-Villar; Daniel Álvarez; Gonzalo C. Gutiérrez-Tobal; Félix del Campo; David Gozal; Leila Kheirandish-Gozal; Thomas Penzel; Roberto Hornero (EMBC, 2023)

Pediatric sleep apnea: Characterization of apneic events and sleep stages using heart rate variability. - Adrián Martín-Montero; Pablo Armañac-Julián; Eduardo Gil; Leila Kheirandish-Gozal; Daniel Álvarez; Jesús Lázaro 002; Raquel Bailón; David Gozal; Pablo Laguna; Roberto Hornero; Gonzalo C. Gutiérrez-Tobal (Comput. Biol. Medicine, 2023)

An explainable deep-learning model to stage sleep states in children and propose novel EEG-related patterns in sleep apnea. - Fernando Vaquerizo-Villar; Gonzalo C. Gutiérrez-Tobal; Eva Calvo; Daniel Álvarez; Leila Kheirandish-Gozal; Félix del Campo; David Gozal; Roberto Hornero (Comput. Biol. Medicine, 2023)

ECG-based convolutional neural network in pediatric obstructive sleep apnea diagnosis. - Clara García-Vicente; Gonzalo C. Gutiérrez-Tobal; Jorge Jiménez-García; Adrián Martín-Montero; David Gozal; Roberto Hornero (Comput. Biol. Medicine, 2023)

An explainable deep-learning architecture for pediatric sleep apnea identification from overnight airflow and oximetry signals. - Jorge Jiménez-García; María García; Gonzalo C. Gutiérrez-Tobal; Leila Kheirandish-Gozal; Fernando Vaquerizo-Villar; Daniel Álvarez; Félix del Campo; David Gozal; Roberto Hornero (Biomed. Signal Process. Control., 2024)

SleepECG-Net: Explainable Deep Learning Approach With ECG for Pediatric Sleep Apnea Diagnosis. - Clara García-Vicente; Gonzalo C. Gutiérrez-Tobal; Fernando Vaquerizo-Villar; Adrián Martín-Montero; David Gozal; Roberto Hornero (IEEE J. Biomed. Health Informatics, 2025)