Bispectral analysis of spontaneous EEG activity from patients with moderate dementia due to Alzheimer's disease. - Carlos Gómez; Fernando Vaquerizo-Villar; Jesús Poza; Saúl J. Ruiz-Gómez; Miguel Ángel Tola-Arribas; Mónica Cano; Roberto Hornero (EMBC, 2017)

A Bayesian neural network approach to compare the spectral information from nasal pressure and thermistor airflow in the automatic sleep apnea severity estimation. - Gonzalo C. Gutiérrez-Tobal; Julio de Frutos; Daniel Álvarez; Fernando Vaquerizo-Villar; Verónica Barroso-García; Andrea Crespo; Félix del Campo; Roberto Hornero (EMBC, 2017)

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)

Multiscale Entropy Analysis of Unattended Oximetric Recordings to Assist in the Screening of Paediatric Sleep Apnoea at Home. - Andrea Crespo; Daniel Álvarez; Gonzalo C. Gutiérrez-Tobal; Fernando Vaquerizo-Villar; Verónica Barroso-García; María Luz Alonso Álvarez; Joaquín Terán-Santos; Roberto Hornero; Félix del Campo (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)

Influence of Chronic Obstructive Pulmonary Disease and Moderate-To-Severe Sleep Apnoea in Overnight Cardiac Autonomic Modulation: Time, Frequency and Non-Linear Analyses. - Daniel Álvarez; Ana Sánchez-Fernández; Ana M. Andrés-Blanco; Gonzalo C. Gutiérrez-Tobal; Fernando Vaquerizo-Villar; Verónica Barroso-García; Roberto Hornero; Félix del Campo (Entropy, 2019)

Intraindividual Characterization of the Sleep Spindle Variability in Healthy Subjects. - Javier Gomez-Pilar; Georg Northoff; Fernando Vaquerizo-Villar; Jesús Poza; Gonzalo C. Gutiérrez-Tobal; Roberto Hornero (EMBC, 2020)

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 Nocturnal Autonomic Cardiac Imbalance in Positional Obstructive Sleep Apnea. A Multiscale Nonlinear Approach. - Daniel Álvarez; C. Ainhoa Arroyo; Julio de Frutos; Andrea Crespo; Ana Cerezo-Hernández; Gonzalo C. Gutiérrez-Tobal; Fernando Vaquerizo-Villar; Verónica Barroso-García; Fernando Moreno; Tomás Ruiz; Roberto Hornero; Félix del Campo (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)

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)

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)

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)

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)

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)

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)

Beyond the Ground Truth, XGBoost Model Applied to Sleep Spindle Event Detection. - Enrique Gurdiel; Fernando Vaquerizo-Villar; Javier Gomez-Pilar; Gonzalo C. Gutiérrez-Tobal; Félix del Campo; Roberto Hornero (IEEE J. Biomed. Health Informatics, 2025)