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R. Hornero · SciRah

Researcher profile · Semantic Scholar

R. Hornero

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R. Hornero — researcher profile on SciRah

h-index: 59
Works: 382
Citations: 12K

Most-cited papers

EEG-Inception: A Novel Deep Convolutional Neural Network for Assistive ERP-Based Brain-Computer Interfaces
E. Santamaría-Vázquez, V. Martínez-Cagigal, F. Vaquerizo-Villar, R. Hornero
2020IEEE transactions on neural systems and rehabilitation engineering211 citations Open access
Semantic Scholar
Brain–computer interfaces based on code-modulated visual evoked potentials (c-VEP): a literature review
V. Martínez-Cagigal, J. Thielen, E. Santamaría-Vázquez, S. Pérez-Velasco +2 more
2021Journal of Neural Engineering94 citations Open access
Semantic Scholar
EEGSym: Overcoming Inter-Subject Variability in Motor Imagery Based BCIs With Deep Learning
S. Pérez-Velasco, E. Santamaría-Vázquez, V. Martínez-Cagigal, D. Marcos-Martínez +1 more
2022IEEE transactions on neural systems and rehabilitation engineering70 citations Open access
Semantic Scholar
Evaluation of Machine-Learning Approaches to Estimate Sleep Apnea Severity From At-Home Oximetry Recordings
G. Gutierrez-Tobal, D. Álvarez, Andrea Crespo, F. del Campo +1 more
2019IEEE journal of biomedical and health informatics67 citations Open access
Semantic Scholar
An explainable deep-learning model to stage sleep states in children and propose novel EEG-related patterns in sleep apnea
F. Vaquerizo-Villar, G. Gutierrez-Tobal, Eva Calvo, D. Álvarez +4 more
2023Comput. Biol. Medicine66 citations Open access
Semantic Scholar
Characterizing the fluctuations of dynamic resting-state electrophysiological functional connectivity: reduced neuronal coupling variability in mild cognitive impairment and dementia due to Alzheimer’s disease
P. Núñez, J. Poza, C. Gómez, Víctor Rodríguez-González +4 more
2019Journal of Neural Engineering66 citations Open access
Semantic Scholar
Computational modeling of the effects of EEG volume conduction on functional connectivity metrics. Application to Alzheimer’s disease continuum
S. J. Ruiz-Gómez, R. Hornero, J. Poza, Aarón Maturana-Candelas +2 more
2019Journal of Neural Engineering66 citations
Semantic Scholar
EEG Characterization of the Alzheimer’s Disease Continuum by Means of Multiscale Entropies
Aarón Maturana-Candelas, C. Gómez, J. Poza, Nádia Pinto +1 more
2019Entropy65 citations Open access
Semantic Scholar
A machine learning-based test for adult sleep apnoea screening at home using oximetry and airflow
D. Álvarez, Ana Cerezo-Hernández, Andrea Crespo, G. Gutierrez-Tobal +7 more
2020Scientific Reports60 citations Open access
Semantic Scholar
Reliability of machine learning to diagnose pediatric obstructive sleep apnea: Systematic review and meta‐analysis
G. Gutierrez-Tobal, D. Álvarez, L. Kheirandish-Gozal, F. del Campo +2 more
2021Pediatric Pulmonology58 citations
Semantic Scholar
A convolutional neural network architecture to enhance oximetry ability to diagnose pediatric obstructive sleep apnea
F. Vaquerizo-Villar, D. Álvarez, L. Kheirandish-Gozal, G. Gutierrez-Tobal +5 more
2021IEEE journal of biomedical and health informatics56 citations Open access
Semantic Scholar
Abnormal meta-state activation of dynamic brain networks across the Alzheimer spectrum
P. Núñez, J. Poza, C. Gómez, Víctor Rodríguez-González +5 more
2021NeuroImage47 citations Open access
Semantic Scholar
A 2D convolutional neural network to detect sleep apnea in children using airflow and oximetry
Jorge Jiménez-García, María García, G. Gutierrez-Tobal, L. Kheirandish-Gozal +5 more
2022Comput. Biol. Medicine42 citations Open access
Semantic Scholar
Main Symptomatic Treatment Targets in Suspected and Early Psychosis: New Insights From Network Analysis.
N. Jimeno, J. Gómez-Pilar, J. Poza, R. Hornero +6 more
2020Schizophrenia bulletin40 citations Open access
Semantic Scholar
Ensemble-learning regression to estimate sleep apnea severity using at-home oximetry in adults
G. Gutierrez-Tobal, D. Álvarez, F. Vaquerizo-Villar, Andrea Crespo +4 more
2021Applied Soft Computing37 citations Open access
Semantic Scholar
MEDUSA©: A novel Python-based software ecosystem to accelerate brain-computer interface and cognitive neuroscience research
E. Santamaría-Vázquez, V. Martínez-Cagigal, D. Marcos-Martínez, Víctor Rodríguez-González +3 more
2023Comput. Methods Programs Biomed.36 citations Open access
Semantic Scholar
Assessment of Airflow and Oximetry Signals to Detect Pediatric Sleep Apnea-Hypopnea Syndrome Using AdaBoost
Jorge Jiménez-García, G. Gutierrez-Tobal, María García, L. Kheirandish-Gozal +5 more
2020Entropy34 citations Open access
Semantic Scholar
An explainable deep-learning architecture for pediatric sleep apnea identification from overnight airflow and oximetry signals
Jorge Jiménez-García, María García, G. Gutierrez-Tobal, L. Kheirandish-Gozal +5 more
2024Biomedical Signal Processing and Control33 citations Open access
Semantic Scholar
Towards an accessible use of smartphone-based social networks through brain-computer interfaces
V. Martínez-Cagigal, E. Santamaría-Vázquez, J. Gómez-Pilar, R. Hornero
2019Expert systems with applications33 citations Open access
Semantic Scholar
Non-binary m-sequences for more comfortable brain-computer interfaces based on c-VEPs
V. Martínez-Cagigal, E. Santamaría-Vázquez, S. Pérez-Velasco, D. Marcos-Martínez +2 more
2023Expert systems with applications26 citations Open access
Semantic Scholar
Exploring EEG Spectral Patterns in Episodic and Chronic Migraine During the Interictal State: Determining Frequencies of Interest in the Resting State.
J. Gómez-Pilar, D. García-Azorín, Claudia Gomez-Lopez-de-San-Roman, Á. Guerrero +1 more
2020Pain medicine (Malden, Mass.)26 citations
Semantic Scholar
Brain-computer interface channel selection optimization using meta-heuristics and evolutionary algorithms
V. Martínez-Cagigal, E. Santamaría-Vázquez, R. Hornero
2021Applied Soft Computing25 citations Open access
Semantic Scholar
Heart rate variability spectrum characteristics in children with sleep apnea
A. Martín-Montero, G. Gutierrez-Tobal, L. Kheirandish-Gozal, Jorge Jiménez-García +4 more
2020Pediatric Research25 citations Open access
Semantic Scholar
Asynchronous Control of ERP-Based BCI Spellers Using Steady-State Visual Evoked Potentials Elicited by Peripheral Stimuli
E. Santamaría-Vázquez, V. Martínez-Cagigal, J. Gómez-Pilar, R. Hornero
2019IEEE transactions on neural systems and rehabilitation engineering24 citations Open access
Semantic Scholar
Pediatric sleep apnea: Characterization of apneic events and sleep stages using heart rate variability
A. Martín-Montero, Pablo Armañac-Julián, E. Gil, L. Kheirandish-Gozal +7 more
2023Comput. Biol. Medicine23 citations Open access
Semantic Scholar
Consistency of local activation parameters at sensor- and source-level in neural signals
Víctor Rodríguez-González, C. Gómez, Y. Shigihara, Hideyuki Hoshi +3 more
2020Journal of Neural Engineering23 citations Open access
Semantic Scholar
Headache-related circuits and high frequencies evaluated by EEG, MRI, PET as potential biomarkers to differentiate chronic and episodic migraine: Evidence from a systematic review
J. Gómez-Pilar, V. Martínez-Cagigal, D. García-Azorín, C. Gómez +2 more
2022The Journal of Headache and Pain22 citations Open access
Semantic Scholar
Asynchronous Control of P300-Based Brain–Computer Interfaces Using Sample Entropy
V. Martínez-Cagigal, E. Santamaría-Vázquez, R. Hornero
2019Entropy22 citations Open access
Semantic Scholar
Wavelet Analysis of Overnight Airflow to Detect Obstructive Sleep Apnea in Children
Verónica Barroso-García, G. Gutierrez-Tobal, D. Gozal, F. Vaquerizo-Villar +4 more
2021Italian National Conference on Sensors21 citations Open access
Semantic Scholar
Bispectral Analysis of Heart Rate Variability to Characterize and Help Diagnose Pediatric Sleep Apnea
A. Martín-Montero, G. Gutierrez-Tobal, D. Gozal, Verónica Barroso-García +4 more
2021Entropy21 citations Open access
Semantic Scholar
Characterization of the dynamic behavior of neural activity in Alzheimer’s disease: exploring the non-stationarity and recurrence structure of EEG resting-state activity
P. Núñez, J. Poza, C. Gómez, Verónica Barroso-García +4 more
2020Journal of Neural Engineering20 citations
Semantic Scholar
Pediatric Sleep Apnea: The Overnight Electroencephalogram as a Phenotypic Biomarker
G. Gutierrez-Tobal, J. Gómez-Pilar, L. Kheirandish-Gozal, A. Martín-Montero +5 more
2021Frontiers in Neuroscience19 citations Open access
Semantic Scholar
Bispectral analysis of overnight airflow to improve the pediatric sleep apnea diagnosis
Verónica Barroso-García, G. Gutierrez-Tobal, L. Kheirandish-Gozal, F. Vaquerizo-Villar +4 more
2020Comput. Biol. Medicine19 citations
Semantic Scholar
Effective Fundus Image Decomposition for the Detection of Red Lesions and Hard Exudates to Aid in the Diagnosis of Diabetic Retinopathy
R. Romero-Oraá, María García, Javier Oraá-Pérez, M. López-Gálvez +1 more
2020Italian National Conference on Sensors19 citations Open access
Semantic Scholar
Usefulness of recurrence plots from airflow recordings to aid in paediatric sleep apnoea diagnosis
Verónica Barroso-García, G. Gutierrez-Tobal, L. Kheirandish-Gozal, D. Álvarez +5 more
2020Comput. Methods Programs Biomed.19 citations
Semantic Scholar
(Attenuated) hallucinations join basic symptoms in a transdiagnostic network cluster analysis.
N. Jimeno, J. Gómez-Pilar, J. Poza, R. Hornero +7 more
2022Schizophrenia Research18 citations Open access
Semantic Scholar
Non-linear online low-frequency EEG decoding of arm movements during a pursuit tracking task
V. Martínez-Cagigal, R. Kobler, V. Mondini, R. Hornero +1 more
2020Annual International Conference of the IEEE Engineering in Medicine and Biology Society18 citations
Semantic Scholar
Convolutional Neural Networks to Detect Pediatric Apnea-Hypopnea Events from Oximetry
F. Vaquerizo-Villar, D. Álvarez, L. Kheirandish-Gozal, G. Gutierrez-Tobal +4 more
2019Annual International Conference of the IEEE Engineering in Medicine and Biology Society18 citations Open access
Semantic Scholar
Combining brain-computer interfaces and multiplayer video games: an application based on c-VEPs
Selene Moreno-Calderón, V. Martínez-Cagigal, E. Santamaría-Vázquez, S. Pérez-Velasco +2 more
2023Frontiers in Human Neuroscience17 citations Open access
Semantic Scholar
Neurofeedback Training Based on Motor Imagery Strategies Increases EEG Complexity in Elderly Population
D. Marcos-Martínez, V. Martínez-Cagigal, E. Santamaría-Vázquez, S. Pérez-Velasco +1 more
2021Entropy17 citations Open access
Semantic Scholar
Automatic Assessment of Pediatric Sleep Apnea Severity Using Overnight Oximetry and Convolutional Neural Networks
F. Vaquerizo-Villar, D. Álvarez, L. Kheirandish-Gozal, G. Gutierrez-Tobal +5 more
2020Annual International Conference of the IEEE Engineering in Medicine and Biology Society17 citations
Semantic Scholar
Heart Rate Variability as a Potential Biomarker of Pediatric Obstructive Sleep Apnea Resolution.
A. Martín-Montero, G. Gutierrez-Tobal, L. Kheirandish-Gozal, F. Vaquerizo-Villar +4 more
2021Sleep15 citations Open access
Semantic Scholar
Unveiling the alterations in the frequency-dependent connectivity structure of MEG signals in mild cognitive impairment and Alzheimer's disease
Víctor Rodríguez-González, P. Núñez, C. Gómez, Hideyuki Hoshi +3 more
2024Biomedical Signal Processing and Control14 citations Open access
Semantic Scholar
Schizophrenia induces abnormal frequency-dependent patterns of dynamic brain network reconfiguration during an auditory oddball task
P. Núñez, C. Gómez, Víctor Rodríguez-González, A. Hillebrand +5 more
2022Journal of Neural Engineering14 citations Open access
Semantic Scholar
Exploring the Interactions Between Neurophysiology and Cognitive and Behavioral Changes Induced by a Non-pharmacological Treatment: A Network Approach
Víctor Rodríguez-González, C. Gómez, Hideyuki Hoshi, Y. Shigihara +2 more
2021Frontiers in Aging Neuroscience13 citations Open access
Semantic Scholar
Automatic Sleep Staging in Children with Sleep Apnea using Photoplethysmography and Convolutional Neural Networks
F. Vaquerizo-Villar, D. Álvarez, J. F. Kraemer, N. Wessel +7 more
2021Annual International Conference of the IEEE Engineering in Medicine and Biology Society13 citations
Semantic Scholar
Inter-band Bispectral Analysis of EEG Background Activity to Characterize Alzheimer's Disease Continuum
Aarón Maturana-Candelas, C. Gómez, J. Poza, S. J. Ruiz-Gómez +1 more
2020Frontiers in Computational Neuroscience13 citations Open access
Semantic Scholar
Deep Learning Architecture Based on the Combination of Convolutional and Recurrent Layers for ERP-Based Brain-Computer Interfaces
E. Santamaría-Vázquez, V. Martínez-Cagigal, J. Gómez-Pilar, R. Hornero
2019IFMBE Proceedings13 citations
Semantic Scholar
Combination of Global Features for the Automatic Quality Assessment of Retinal Images
Jorge Jiménez-García, R. Romero-Oraá, María García, M. López-Gálvez +1 more
2019Entropy12 citations Open access
Semantic Scholar
Risk Variants in Three Alzheimer’s Disease Genes Show Association with EEG Endophenotypes
A. Macedo, C. Gómez, M. Rebelo, J. Poza +14 more
2021Journal of Alzheimer's Disease11 citations Open access
Semantic Scholar

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