Context
What are Brain-Computer Interface systems?
Brain-Computer Interfaces (BCI) systems allow establishing, through real-time analysis of the user's brain waves, a direct communication between the brain and an external device without the need to use muscles or peripheral nerves. Although it is possible to employ these systems using different brain signal acquisition techniques, our research focuses on BCI systems based on the electroencephalogram (EEG) signal.
Our objective
In our research line we seek to develop non-invasive BCI systems to improve the quality of life of people through the development of assistive applications, neurorehabilitation, cognitive training or video games. Among the main applications, we highlight:
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Assistive applications for people with severe motor disabilities.
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Integration of an additional degree of freedom in video games.
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Support for stroke neurorehabilitation.
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Cognitive training of elderly people.
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Software development for programming BCI systems.
Now, more than ever, non-invasive BCI systems have the potential to improve human capabilities and quality of life, without the need for surgical procedures
Nuestros desarrollos
I Want to Know More
Support and entertainment applications
Exogenous paradigms, which are based on presenting a series of external stimuli (e.g., visual, auditory or tactile) to elicit responses in the user's brain activity, can be used to develop assistive applications. Analysis of this response can identify the user's intention to select particular control commands. Our group has a great expertise designing systems based on code-modulated visual evoked potentials (c-VEP) and P300 evoked potentials. Some of the projects developed are:
Alternative communication keyboards
Web browser control
Mobile applications control
Domotic control system
Additional degree of freedom in videogames
Neuro-regulation applications
Within endogenous paradigms, users learn to self-regulate their own brain activity with the goal of inducing neuroplasticity and achieving cognitive benefit. In these closed-loop systems, the user's brain activity is analyzed in real time, and a series of features reflecting that activity are presented to the user. Through operant conditioning, the user learns to modify his or her brain activity to achieve certain goals. In this way, the neural networks associated with the trained features are strengthened, inducing an improvement of certain cognitive or motor functions associated with these neural networks. Some of the projects developed are:
Stroke neurorehabilitation
Cognitive training for elderly people
EEG signal processing & analysis
BCI systems require processing and analysis methods to quickly and reliably determine users' intentions from their brainwaves. Due to the characteristics of the electroencephalography (EEG) signal, this is a complex task. It is therefore of particular interest to investigate new methods to improve the accuracy of BCI systems and to make them more comfortable and easier to use. We focus on the development of:
Deep learning based algorithms
Early stopping and asynchrony algorithms
Interpretation of deep learning networks by means of eXplainable Artificial Intelligence (XAI)
BCI software development
Building BCI systems requires a significant effort in developing software to acquire the signal, process it in real time and display the feedback to the user through a graphical interface. In order to simplify the development of BCI systems and neuroscience experiments, our group has created MEDUSA©, an open source, Python-based software ecosystem. MEDUSA© is compatible with most EEG recording equipment on the market, and offers development examples for experiments based on P300, c-VEP, sensorimotor rhythms (SMR) and neurofeedback (NF), as well as digitized cognitive psychology tests (e.g., Stroop, Go/No-Go, Corsi, etc). The main tools are:
MEDUSA© Kernel: a stand-alone PyPI package with signal processing methods
MEDUSA© Platform: environment for biosignal visualization and development of BCI applications and neuroscience experiments
Collaborations
Our experience in the field of BCI systems has led us to actively participate with day-care centers, hospitals, companies and international research groups to jointly develop projects.
Videos
Sometimes, we also organize outreach days so that the general public can learn more about non-invasive BCI systems. Take a look at our videos:
Projects
Over the years we have carried out many R&D&I projects related to BCI systems, both with private companies and administrations:
Active projects
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Europeo
01/07/2023 - 30/06/2026
EuroAge+: Red Internacional de Investigación, Innovación y Transferencia de Tecnologías para la promoción del envejecimiento activo
Principal investigator
Roberto Hornero Sánchez y Víctor Martínez Cagigal
Financing entity
Comisión Europea - Programa de Cooperación Interreg VI-A España - Portugal (POCTEP)
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Autonómico
01/09/2024 - 02/03/2028
Diseño, Desarrollo y Validación de una Interfaz Cerebro-Ordenador Basada en Aprendizaje Profundo y Realidad Aumentada para Mejorar la Calidad de Vida de Personas con Grave Discapacidad
Principal investigator
Víctor Martínez Cagigal, Roberto Hornero Sánchez
Financing entity
Consejería de Educación, Junta de Castilla y León y FEDER. Ref: VA140P24 (Programa de apoyo a proyectos de investigación en ciencia aplicada a iniciar en el año 2024)
Completed projects
Nacional
01/12/2022-31/05/2025
Hacia la digitalización del entrenamiento cognitivo mediante sistemas brain-computer interface, ejercicio físico y autoevaluación neuropsicológica (BrainGYM)
Roberto Hornero Sánchez
Nacional
21/09/2020-29/02/2024
Plataforma para rehabilitación neuromotora y cognitiva mediante terapias activas, en personas que han sufrido un accidente cerebro-vascular (M3Rob)
Luis González, Roberto Hornero Sánchez y Juan Carlos Fraile Marinero
Nacional
01/07/2022-31/12/2023
Desarrollo de un equipo de registro de electroencefalografía de bajo coste y portable para sistemas Brain–Computer Interface (ECOEEG)
Roberto Hornero Sánchez
Nacional
20/03/2019-30/06/2020
Diseño, desarrollo y evaluación de una plataforma de entrenamiento cognitivo mediante un sistema Brain–Computer Interface
Víctor Martínez Cagigal
Nacional
01/01/2012-31/12/2014
Brain Computer Interface for cognitive training and domotic assistance against the effects of ageing
Roberto Hornero Sánchez
Nacional
15/11/2010-31/12/2011
Aplicación de las Tecnologías de la Información y las Comunicaciones (TICs) al diseño de un sistema Brain Computer Interface (BCI) orientado a la integración y rehabilitación social de personas con grave discapacidad física
Roberto Hornero Sánchez
Nacional
21/04/2009-31/12/2009
Brain Computer Interface (BCI) aplicado al control de dispositivos domóticos para incrementar la accesibilidad de las personas dependientes en el hogar digital y su entorno habitual
Roberto Hornero Sánchez
Autonómico
01/07/2022-01/07/2023
Control domótico en realidad virtual mediante sistemas Brain–Computer Interface (BCI) basados en potenciales visuales modulados por código (c-VEP)
Roberto Hornero Sánchez, Víctor Martínez Cagigal
Europeo
01/07/2023 - 30/06/2026
EuroAge+: Red Internacional de Investigación, Innovación y Transferencia de Tecnologías para la promoción del envejecimiento activo
Principal investigator
Roberto Hornero Sánchez y Víctor Martínez Cagigal
Financing entity
Comisión Europea - Programa de Cooperación Interreg VI-A España - Portugal (POCTEP)
Autonómico
01/09/2024 - 02/03/2028
Diseño, Desarrollo y Validación de una Interfaz Cerebro-Ordenador Basada en Aprendizaje Profundo y Realidad Aumentada para Mejorar la Calidad de Vida de Personas con Grave Discapacidad
Principal investigator
Víctor Martínez Cagigal, Roberto Hornero Sánchez
Financing entity
Consejería de Educación, Junta de Castilla y León y FEDER. Ref: VA140P24 (Programa de apoyo a proyectos de investigación en ciencia aplicada a iniciar en el año 2024)
Completed projects
Nacional
01/12/2022-31/05/2025
Hacia la digitalización del entrenamiento cognitivo mediante sistemas brain-computer interface, ejercicio físico y autoevaluación neuropsicológica (BrainGYM)
Roberto Hornero Sánchez
Nacional
21/09/2020-29/02/2024
Plataforma para rehabilitación neuromotora y cognitiva mediante terapias activas, en personas que han sufrido un accidente cerebro-vascular (M3Rob)
Luis González, Roberto Hornero Sánchez y Juan Carlos Fraile Marinero
Nacional
01/07/2022-31/12/2023
Desarrollo de un equipo de registro de electroencefalografía de bajo coste y portable para sistemas Brain–Computer Interface (ECOEEG)
Roberto Hornero Sánchez
Nacional
20/03/2019-30/06/2020
Diseño, desarrollo y evaluación de una plataforma de entrenamiento cognitivo mediante un sistema Brain–Computer Interface
Víctor Martínez Cagigal
Nacional
01/01/2012-31/12/2014
Brain Computer Interface for cognitive training and domotic assistance against the effects of ageing
Roberto Hornero Sánchez
Nacional
15/11/2010-31/12/2011
Aplicación de las Tecnologías de la Información y las Comunicaciones (TICs) al diseño de un sistema Brain Computer Interface (BCI) orientado a la integración y rehabilitación social de personas con grave discapacidad física
Roberto Hornero Sánchez
Nacional
21/04/2009-31/12/2009
Brain Computer Interface (BCI) aplicado al control de dispositivos domóticos para incrementar la accesibilidad de las personas dependientes en el hogar digital y su entorno habitual
Roberto Hornero Sánchez
Autonómico
01/07/2022-01/07/2023
Control domótico en realidad virtual mediante sistemas Brain–Computer Interface (BCI) basados en potenciales visuales modulados por código (c-VEP)
Roberto Hornero Sánchez, Víctor Martínez Cagigal
Publications
The experience of our research group in BCI systems is reflected in the quality and quantity of our publications. Take a look at the different publications indexed in the JCR, as well as related conferences and book chapters:
2026
Indexed journal articles: 1
| | Beatriz Pascual-Roa, Eduardo Santamaría-Vázquez, Diego Marcos-Martínez, Sergio Pérez-Velasco, Rubén Ruiz-Gálvez, Víctor Martínez-Cagigal, Roberto Hornero, EEG biomarkers of cognitive load: Insights from incremental element encoding in short-term working memory, Biomedical Signal Processing and Control, vol. 112, February, 2026, DOI: https://doi.org/10.1016/j.bspc.2025.108511 |
2025
Indexed journal articles: 7
| | Diego Marcos-Martínez, Sergio Pérez-Velasco, Víctor Martínez-Cagigal, Eduardo Santamaría-Vázquez, Roberto Hornero, Calibration-Free Ocular Artifact Reduction in EEG signals using a Montage-Independent Deep Learning Model, Biomedical Signal Processing and Control, vol. 110, pp. 108147, December, 2025, DOI: https://doi.org/10.1016/j.bspc.2025.108147 |
| | Víctor Martínez-Cagigal, Eduardo Santamaría-Vázquez, Sergio Pérez-Velasco, Ana Martín-Fernández, Roberto Hornero, Reevaluating performance in c-VEP BCIs: The impact of calibration time, Biocybernetics and Biomedical Engineering, vol. 45 (4), pp. 685-696, November, 2025, DOI: 10.1016/j.bbe.2025.10.006 |
| | Ana Martín-Fernández, Víctor Martínez-Cagigal, Selene Moreno-Calderón, Eduardo Santamaría-Vázquez, Roberto Hornero, Enhancing user experience in c-VEP-based BCI: Effects of visual stimulus opacity on performance and visual fatigue, Biomedical Signal Processing and Control, vol. 108, pp. 107894, October, 2025, DOI: 10.1016/j.bspc.2025.107894 |
| | Sergio Pérez-Velasco, Diego Marcos-Martínez, Eduardo Santamaría-Vázquez, Víctor Martínez-Cagigal, Roberto Hornero, Bridging motor execution and motor imagery BCI paradigms: An inter-task transfer learning approach, Biomedical Signal Processing and Control, vol. 107, pp. 107834, September, 2025, DOI: 10.1016/j.bspc.2025.107834 |
| | Daniel Antolínez, Ana Cisnal, Víctor Martínez-Cagigal, Eduardo Santamaría-Vázquez, Diego Benavides, Juan Granja, Juan Carlos Fraile Marinero, Roberto Hornero, Development and Validation of an Affordable Wearable Multichannel EEG System with Active Electrodes and Innovative Flexible Headbands, IEEE Access, vol. 13, pp. 83983-83995, May, 2025, DOI: 10.1109/ACCESS.2025.3568302 |
| | Selene Moreno-Calderón, Víctor Martínez-Cagigal, Ana Martín-Fernández, Eduardo Santamaría-Vázquez, Roberto Hornero, Toward the integration of mixed reality and brain-computer interfaces based on code-modulated visual evoked potentials, Biocybernetics and Biomedical Engineering, vol. 45 (3), pp. 528-538, April, 2025, DOI: 10.1016/j.bbe.2025.06.003 |
| | Eduardo Santamaría-Vázquez, Maria Anayali Estudillo-Guerra, Lna Ali, Diana Martinez, Roberto Hornero, Leon Morales-Quezada, Effects of a Novel Non-Pharmacological Intervention Based on Respiratory Biofeedback, Neurofeedback and Median Nerve Stimulation to Treat Children with ADHD, Frontiers in Human Neuroscience, vol. 19, February, 2025, DOI: 10.3389/fnhum.2025.1478501 |
International congress communications: 3
| | Selene Moreno-Calderón, Víctor Martínez-Cagigal, Ana Martín-Fernández, Eduardo Santamaría-Vázquez, Beatriz Pascual-Roa, Roberto Hornero, Exploring the integration of c-VEP-based BCI spellers in mixed reality: a pilot study, 18th International Work-Conference on Artificial Neural Networks (IWANN2025), pp. 584-594, A Coruña (Spain), June 16 - June 18, 2025, DOI: 10.1007/978-3-032-02728-3_47 |
| | Ana Martín-Fernández, Víctor Martínez-Cagigal, Selene Moreno-Calderón, Eduardo Santamaría-Vázquez, Beatriz Pascual-Roa, Roberto Hornero, Exploring Code-Modulated Visual Evoked Potentials Spellers in Realistic Scenarios, 18th International Work-Conference on Artificial Neural Networks (IWANN2025), pp. 521–532, A Coruña (Spain), June 16 - June 18, 2025, DOI: 10.1007/978-3-032-02728-3_42 |
| | Jesús León Regalado, Vicente Luis del Campo, Víctor Manuel Tena Pañero, Jesús Morenas Martín, Juan Francisco Ortega-Moran, José Blas Pagador, Roberto Hornero, Víctor Martínez-Cagigal, Francisco Sánchez Margallo, Pedro Núñez Trujillo, Evaluación del deterioro cognitivo mediante tecnología eye-tracking: selección y digitalización de tests neuropsicológicos, 1st Internacional Congress on Ageing in the Azores, Ponta Delgada (Portugal), April 11 - April 12, 2025 |
Teaching congress communications: 1
| | Eduardo Santamaría-Vázquez, Sergio Pérez-Velasco, Diego Marcos-Martínez, Víctor Martínez-Cagigal, Adrián Martín-Montero, Girish Kumar Srivastava, Alfonso García-Monge, Posibilidades y limitaciones de Modelos Generativos en Local y RAG en Docencia Universitaria, I Miniweek de Innovación Docente, Valladolid (España), June 10 - June 12, 2025 |
2024
Indexed journal articles: 1
| | Sergio Pérez-Velasco, Diego Marcos-Martínez, Eduardo Santamaría-Vázquez, Víctor Martínez-Cagigal, Selene Moreno-Calderón, Roberto Hornero, Unraveling motor imagery brain patterns using explainable artificial intelligence based on shapley values, Computer Methods and Programs in Biomedicine, vol. 246, pp. 108048, April, 2024, DOI: 10.1016/j.cmpb.2024.108048 |
International congress communications: 5
| | Víctor Martínez-Cagigal, Ana Martín-Fernández, Eduardo Santamaría-Vázquez, Beatriz Pascual-Roa, Rubén Ruiz-Gálvez, Roberto Hornero, Advancing Asynchronous c-VEP-based BCIs: A Pilot Study, 6th International Conference on NeuroRehabilitation (ICNR 2024), pp. (Aceptado), La Granja, Segovia (Spain), November 4 - November 8, 2024 |
| | Eduardo Santamaría-Vázquez, Víctor Martínez-Cagigal, Rubén Ruiz-Gálvez, Ana Martín-Fernández, Beatriz Pascual-Roa, Roberto Hornero, Towards calibration-free user-friendly c-VEP-based BCIs: an exploratory study using deep-learning, 6th International Conference on NeuroRehabilitation (ICNR 2024), La Granja, Segovia (Spain), November 4 - November 8, 2024 |
| | Víctor Martínez-Cagigal, Álvaro Fernández-Rodríguez, Eduardo Santamaría-Vázquez, Ana Martín-Fernández, Roberto Hornero, Assessing Calibration Durations for c-VEP-based BCIs: Insights from Non-Binary Patterns and Spatial Frequency Variations, 9th Graz BCI Conference (GBCIC 2024), pp. 262-267, Graz (Austria), September 9 - September 12, 2024, DOI: 10.3217/978-3-99161-014-4-041 |
| | Sergio Pérez-Velasco, Diego Marcos-Martínez, Eduardo Santamaría-Vázquez, Víctor Martínez-Cagigal, Beatriz Pascual-Roa, Roberto Hornero, Inter-task transfer learning between upper-limb motor execution and motor imagery, 9th Graz BCI Conference (GBCIC 2024), pp. 409-413, Graz (Austria), September 9 - September 12, 2024, DOI: 10.3217/978-3-99161-014-4-072 |
| | Maria Anayali Estudillo-Guerra, Kevin O'Connor, Eduardo Santamaría-Vázquez, Leon Morales-Quezada, Neuromodulation and Photobiomodulation: A non-invasive dual therapeutic approach for subacute spinal cord injury, 2024 NYC Neuromodulation Conference, New York (United States), July 31 - August 4, 2024 |
National congress communications: 4
| | Ana Martín-Fernández, Víctor Martínez-Cagigal, Selene Moreno-Calderón, Eduardo Santamaría-Vázquez, Roberto Hornero, Análisis de la influencia de la opacidad de los estímulos visuales en sistemas brain-computer interface basados en potenciales evocados visuales modulados por código, XLII Congreso Anual de la Sociedad Española de Ingeniería Biomédica (CASEIB 2024), ISBN: 978-84-09-67332-2, pp. 493-496, Sevilla (Spain), November 13 - November 15, 2024 |
| | Beatriz Pascual-Roa, Eduardo Santamaría-Vázquez, Diego Marcos-Martínez, Sergio Pérez-Velasco, Rubén Ruiz-Gálvez, Roberto Hornero, Estimación de la carga cognitiva durante la realización de tareas de memoria de trabajo mediante la señal de EEG, XLII Congreso Anual de la Sociedad Española de Ingeniería Biomédica (CASEIB 2024), ISBN: 978-84-09-67332-2, Sevilla (Spain), November 13 - November 15, 2024 |
| | Selene Moreno-Calderón, Víctor Martínez-Cagigal, Ana Martín-Fernández, Eduardo Santamaría-Vázquez, Roberto Hornero, Integración de Realidad Virtual y Sistemas BCI basados en potenciales evocados visuales modulados por código, XLII Congreso Anual de la Sociedad Española de Ingeniería Biomédica (CASEIB 2024), ISBN: 978-84-09-67332-2, Sevilla (Spain), November 13 - November 15, 2024 |
| | Rubén Ruiz-Gálvez, Eduardo Santamaría-Vázquez, Diego Marcos-Martínez, Sergio Pérez-Velasco, Beatriz Pascual-Roa, Roberto Hornero, Identificación de biomarcadores de rendimiento cognitivo a partir del análisis del EEG basal en personas entre 65 y 75 años, XLII Congreso Anual de la Sociedad Española de Ingeniería Biomédica (CASEIB 2024), ISBN: 978-84-09-67332-2, Sevilla (Spain), November 13 - November 15, 2024 |
Teaching congress communications: 1
| | José María Marbán, Alfonso García-Monge, Eduardo Santamaría-Vázquez, Diego Marcos-Martínez, Actividad cerebral en escolares con sumas cronometradas: un análisis exploratorio con EEG, XXVII Simposio Sociedad Española de Investigación en Educación Matemática, Córdoba (España), September 4 - September 6, 2024 |
2023
Indexed journal articles: 7
| | Víctor Martínez-Cagigal, Eduardo Santamaría-Vázquez, Sergio Pérez-Velasco, Diego Marcos-Martínez, Selene Moreno-Calderón, Roberto Hornero, Non-binary m-sequences for more comfortable brain–computer interfaces based on c-VEPs, Expert Systems With Applications, vol. 232 (120815), December, 2023, DOI: 10.1016/j.eswa.2023.120815 |
| | Vicente Luis del Campo, Juan Francisco Ortega-Moran, Víctor Martínez-Cagigal, Jesús Morenas Martín, José Blas Pagador, Roberto Hornero, The use of the eye-fixation-related potential to investigate visual perception in professional domains with high attentional demand: A literature review, Neurological Sciences, December, 2023, DOI: 10.1007/s10072-023-07275-w |
| | Alfonso García-Monge, Santiago Guijarro-Romero, Eduardo Santamaría-Vázquez, Lucio Martínez-Álvarez, Nicolás Bores-Calle, Embodied strategies for public speaking anxiety: Evaluation of the Corp-Oral program, Frontiers in Human Neuroscience, vol. 17, November, 2023, DOI: 10.3389/fnhum.2023.1268798 |
| | Álvaro Fernández-Rodríguez, Víctor Martínez-Cagigal, Eduardo Santamaría-Vázquez, Ricardo Ron-Angevin, Roberto Hornero, Influence of spatial frequency in visual stimuli for cVEP-based BCIs: evaluation of performance and user experience, Frontiers in Human Neuroscience, vol. 17, November, 2023, DOI: 10.3389/fnhum.2023.1288438 |
| | Selene Moreno-Calderón, Víctor Martínez-Cagigal, Eduardo Santamaría-Vázquez, Sergio Pérez-Velasco, Diego Marcos-Martínez, Roberto Hornero, Combining brain-computer interfaces and multiplayer video games: an application based on c-VEPs, Frontiers in Human Neuroscience, vol. 17, August, 2023, DOI: 10.3389/fnhum.2023.1227727 |
| | Diego Marcos-Martínez, Eduardo Santamaría-Vázquez, Víctor Martínez-Cagigal, Sergio Pérez-Velasco, Víctor Rodríguez-González, Ana Martín-Fernández, Selene Moreno-Calderón, Roberto Hornero, ITACA: An open-source framework for Neurofeedback based on Brain-Computer Interfaces, Computers in Biology and Medicine, vol. 160, June, 2023, DOI: 10.1016/j.compbiomed.2023.107011 |
| | Eduardo Santamaría-Vázquez, Víctor Martínez-Cagigal, Diego Marcos-Martínez, Víctor Rodríguez-González, Sergio Pérez-Velasco, Selene Moreno-Calderón, Roberto Hornero, MEDUSA©: A novel Python-based software ecosystem to accelerate brain-computer interface and cognitive neuroscience research, Computer Methods and Programs in Biomedicine, vol. 230, pp. 107357, March, 2023, DOI: 10.1016/j.cmpb.2023.107357 |
International congress communications: 4
| | Selene Moreno-Calderón, Víctor Martínez-Cagigal, Eduardo Santamaría-Vázquez, Sergio Pérez-Velasco, Diego Marcos-Martínez, Roberto Hornero, Assessing the Potential of Brain-Computer Interface Multiplayer Video Games using c-VEPs: A Pilot Study, 45th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2023), ISBN: 979-8-3503-2447-1, Sydney (Australia), July 24 - July 27, 2023 |
| | Víctor Martínez-Cagigal, Eduardo Santamaría-Vázquez, Sergio Pérez-Velasco, Diego Marcos-Martínez, Selene Moreno-Calderón, Roberto Hornero, Nonparametric Early Stopping Detection for c-VEP-based Brain-Computer Interfaces: A Pilot Study, 45th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2023), ISBN: 979-8-3503-2447-1, Sydney (Australia), July 24 - July 27, 2023 |
| | Víctor Martínez-Cagigal, Eduardo Santamaría-Vázquez, Roberto Hornero, Toward Early Stopping Detection for Non-Binary c-VEP-based BCIs: A Pilot Study, 17th International Work-Conference on Artificial Neural Networks (IWANN2023), Ponta Delgada (Azores) (Portugal), June 19 - June 21, 2023 |
| | Eduardo Santamaría-Vázquez, Víctor Martínez-Cagigal, Roberto Hornero, Bit-wise reconstruction of non-binary visual stimulation patterns from EEG using deep learning: a promising alternative for user-friendly high-speed c-VEP-based BCIs, 17th International Work-Conference on Artificial Neural Networks (IWANN2023), Ponta Delgada (Azores) (Portugal), June 19 - June 21, 2023 |
National congress communications: 2
| | Diego Marcos-Martínez, Víctor Rodríguez-González, Sergio Pérez-Velasco, Eduardo Santamaría-Vázquez, Víctor Martínez-Cagigal, Roberto Hornero, Influencia de los sistemas Brain-Computer Interface basados en Neurofeedback en las características de la red cerebral, XLI Congreso Anual de la Sociedad Española de Ingeniería Biomédica (CASEIB 2023), ISBN: 978-84-17853-76-1, pp. 500-503, Cartagena (Spain), November 22 - November 24, 2023, DOI: 978-84-17853-76-1 |
| | Sergio Pérez-Velasco, Diego Marcos-Martínez, Eduardo Santamaría-Vázquez, Rubén Ruiz-Gálvez, Roberto Hornero, Evaluación del Impacto del Aprendizaje Auto-Supervisado en la Precisión de Interfaces Cerebro-Ordenador basadas en Imaginación Motora, XLI Congreso Anual de la Sociedad Española de Ingeniería Biomédica (CASEIB 2023), ISBN: 978-84-17853-76-1, pp. 397-400, Cartagena (Spain), November 22 - November 24, 2023, DOI: 978-84-17853-76-1 |
2022
Indexed journal articles: 4
| | Sergio Pérez-Velasco, Eduardo Santamaría-Vázquez, Víctor Martínez-Cagigal, Diego Marcos-Martínez, Roberto Hornero, EEGSym: Overcoming Inter/subject Variability in Motor Imagery Based BCIs with Deep Learning, IEEE Transactions on Neural Systems and Rehabilitation Engineering, vol. 30, pp. 1766-1775, June, 2022, DOI: 10.1109/TNSRE.2022.3186442 |
| | Eduardo Santamaría-Vázquez, Víctor Martínez-Cagigal, Sergio Pérez-Velasco, Diego Marcos-Martínez, Roberto Hornero, Robust Asynchronous Control of ERP-Based Brain-Computer Interfaces using Deep Learning, Computer Methods and Programs in Biomedicine, vol. 215, March, 2022, DOI: 10.1016/j.cmpb.2022.106623 |
| | Gernot R. Müller-Putz, Reinmar J. Kobler, Joana Pereira, Catarina Lopes-Dias, Lea Hehenberger, Valeria Mondini, Víctor Martínez-Cagigal, Nitikorn Srisrisawang, Hannah Pulferer, Luka Batistic, Andreea I. Sburlea, Feel Your Reach: An EEG-based framework to continuously detect goal-directed movements and error processing to gate kinesthetic feedback informed artificial arm control, Frontiers in Human Neuroscience, vol. 16 (841312), February, 2022, DOI: 10.3389/fnhum.2022.841312 |
| | Víctor Martínez-Cagigal, Eduardo Santamaría-Vázquez, Roberto Hornero, Brain-Computer Interface Channel Selection Optimization using Meta-heuristics and Evolutionary Algorithms, Applied Soft Computing, vol. 115, pp. 108176, January, 2022, DOI: 10.1016/j.asoc.2021.108176 |
International congress communications: 3
| | Víctor Martínez-Cagigal, Eduardo Santamaría-Vázquez, Sergio Pérez-Velasco, Diego Marcos-Martínez, Selene Moreno-Calderón, Roberto Hornero, Non-binary m-sequences for reliable, high-speed Brain–Computer Interfaces based on c-VEP: a pilot study, IUPESM World Congress on Medical Physics and Biomedical Engineering (IUPESM 2022), Singapur (Singapore), June 12 - June 17, 2022 |
| | Eduardo Santamaría-Vázquez, Víctor Martínez-Cagigal, Víctor Rodríguez-González, Sergio Pérez-Velasco, Diego Marcos-Martínez, Roberto Hornero, MEDUSA: A Novel Platform for Modern Non-invasive Brain-computer Interfaces, IUPESM World Congress on Medical Physics and Biomedical Engineering (IUPESM 2022), pp. 124, Singapur (Singapore), June 12 - June 17, 2022 |
| | Sergio Pérez-Velasco, Gonzalo C. Gutiérrez-Tobal, Víctor Martínez-Cagigal, Eduardo Santamaría-Vázquez, Roberto Hornero, Assessment of Residual Deep Neural Networks and AdaBoost to predict adherence to digital-based active and healthy aging interventions, IUPESM World Congress on Medical Physics and Biomedical Engineering (IUPESM 2022), Singapur (Singapore), June 12 - June 17, 2022 |
National congress communications: 9
| | Víctor Martínez-Cagigal, Eduardo Santamaría-Vázquez, Sergio Pérez-Velasco, Diego Marcos-Martínez, Selene Moreno-Calderón, Roberto Hornero, Un nuevo método de parada temprana no paramétrico para sistemas Brain–Computer Interface basados en c-VEP, XL Congreso Anual de la Sociedad Española de Ingeniería Biomédica (CASEIB 2022), ISBN: 978-84-09-45972-8, pp. 196-199, Valladolid (Spain), November 23 - November 25, 2022 |
| | Diego Marcos-Martínez, Ana Martín-Fernández, Sergio Pérez-Velasco, Eduardo Santamaría-Vázquez, Víctor Martínez-Cagigal, Selene Moreno-Calderón, Roberto Hornero, Análisis de los cambios en la conectividad funcional tras un entrenamiento cognitivo mediante Neurofeedback, XL Congreso Anual de la Sociedad Española de Ingeniería Biomédica (CASEIB 2022), ISBN: 978-84-09-45972-8, pp. 27-30, Valladolid (Spain), November 23 - November 25, 2022 |
| | Sergio Pérez-Velasco, Diego Marcos-Martínez, Eduardo Santamaría-Vázquez, Víctor Martínez-Cagigal, Selene Moreno-Calderón, Roberto Hornero, Caracterización espacio-temporal de la clasificación de imaginación motora con herramientas de explainable artificial intelligence (XAI), XL Congreso Anual de la Sociedad Española de Ingeniería Biomédica (CASEIB 2022), ISBN: 978-84-09-45972-8, pp. 316-319, Valladolid (Spain), November 23 - November 25, 2022 |
| | Ana Martín-Fernández, Diego Marcos-Martínez, Víctor Martínez-Cagigal, Sergio Pérez-Velasco, Roberto Hornero, Validación preliminar de ITACA: Un entorno novedoso para estudios de Neurofeedback, XL Congreso Anual de la Sociedad Española de Ingeniería Biomédica (CASEIB 2022), ISBN: 978-84-09-45972-8, pp. 125-128, Valladolid (Spain), November 23 - November 25, 2022 |
| | Laura Gutiérrez-de Pablo, Sergio Pérez-Velasco, Víctor Rodríguez-González, Víctor Gutiérrez-de Pablo, Carlos Gómez, Jesús Poza, Aplicación de Deep Learning para el procesado automático de componentes ICA de registros de magnetoencefalografía, XL Congreso Anual de la Sociedad Española de Ingeniería Biomédica (CASEIB 2022), ISBN: 978-84-09-45972-8, pp. 316-319, Valladolid (Spain), November 23 - November 25, 2022 |
| | Ana Cisnal, Víctor Martínez-Cagigal, Gonzalo Alonso-Linaje, Selene Moreno-Calderón, Javier Pérez-Turiel, Roberto Hornero, Juan Carlos Fraile Marinero, An Overview of M3Rob, a Robotic Platform for Neuromotor and Cognitive Rehabilitation Using Augmented Reality, XL Congreso Anual de la Sociedad Española de Ingeniería Biomédica (CASEIB 2022), ISBN: 978-84-09-45972-8, pp. 180-183, Valladolid (Spain), November 23 - November 25, 2022 |
| | Selene Moreno-Calderón, Víctor Martínez-Cagigal, Eduardo Santamaría-Vázquez, Sergio Pérez-Velasco, Diego Marcos-Martínez, Roberto Hornero, Evaluación de un videojuego multijugador basado en Brain Computer Interfaces utilizando c-VEPs, XL Congreso Anual de la Sociedad Española de Ingeniería Biomédica (CASEIB 2022), ISBN: 978-84-09-45972-8, pp. 324-327, Valladolid (Spain), November 23 - November 25, 2022 |
| | Diego Marcos-Martínez, Eduardo Santamaría-Vázquez, Víctor Martínez-Cagigal, Sergio Pérez-Velasco, Selene Moreno-Calderón, Roberto Hornero, ITACA: Un nuevo sistema de entrenamiento cognitivo mediante Neurofeedback, Jornadas de Robótica, Educación en Automática y Bioingeniería 2022 (JREB 2022), Málaga (Spain), May 18 - May 20, 2022 |
| | Selene Moreno-Calderón, Víctor Martínez-Cagigal, Eduardo Santamaría-Vázquez, Sergio Pérez-Velasco, Diego Marcos-Martínez, Roberto Hornero, Conecta 4: un Videojuego Multijugador para Sistemas Brain-Computer Interface basados en c-VEPs, Jornadas de Robótica, Educación en Automática y Bioingeniería 2022 (JREB 2022), pp. 246-252, Málaga (Spain), May 18 - May 20, 2022 |
2021
Indexed journal articles: 2
| | Víctor Martínez-Cagigal, Jordy Thielen, Eduardo Santamaría-Vázquez, Sergio Pérez-Velasco, Peter Desain, Roberto Hornero, Brain–computer interfaces based on code-modulated visual evoked potentials (c-VEP): a literature review, Journal of Neural Engineering, vol. 18 (6), pp. 061002, November, 2021, DOI: 10.1088/1741-2552/ac38cf |
| | Diego Marcos-Martínez, Víctor Martínez-Cagigal, Eduardo Santamaría-Vázquez, Sergio Pérez-Velasco, Roberto Hornero, Neurofeedback Training Based on Motor Imagery Strategies Increases EEG Complexity in Elderly Population, Entropy, vol. 23 (12), pp. 1574, November, 2021, DOI: 10.3390/e23121574 |
International congress communications: 2
| | Valeria Mondini, Reinmar J. Kobler, Víctor Martínez-Cagigal, Andreea I. Sburlea, Gernot R. Müller-Putz, Low frequency EEG-based movement decoding for the continuous online control of a robotic arm, 8th International BCI Meeting, Virtual (Canada), June 7 - June 9, 2021 |
| | Gernot R. Müller-Putz, Valeria Mondini, Víctor Martínez-Cagigal, Reinmar J. Kobler, Joana Pereira, Catarina Lopes-Dias, Lea Hehenberger, Andreea I. Sburlea, Decoding of continuous movement attempt in 2-dimensions from non-invasive low frequency brain signals, 10th International IEEE/EMBS Conference on Neural Engineering (NER’21), pp. 322-325, Virtual (Italy), May 4 - May 6, 2021 |
National congress communications: 2
| | Eduardo Santamaría-Vázquez, Sergio Pérez-Velasco, Víctor Martínez-Cagigal, Roberto Hornero, EEG-InceptionGen: Una Red Convolucional de Próposito General para la Clasificación de señales EEG, XXXIX Congreso Anual de la Sociedad Española de Ingeniería Biomédica (CASEIB 2021), ISBN: 978-84-09-36054-3, pp. 163-166, Madrid (Spain), November 25 - November 26, 2021 |
| | Víctor Martínez-Cagigal, Eduardo Santamaría-Vázquez, Sergio Pérez-Velasco, Diego Marcos-Martínez, Roberto Hornero, Sobre la Eficacia del Principio de Vecinos Equivalentes en Sistemas BCI basados en c-VEP, 12º Simposio CEA de Bioingeniería, pp. 32-36, Madrid (Spain), June 3 - June 4, 2021 |
2020
Indexed journal articles: 2
| | Eduardo Santamaría-Vázquez, Víctor Martínez-Cagigal, Fernando Vaquerizo-Villar, Roberto Hornero, EEG-Inception: A Novel Deep Convolutional Neural Network for Assistive ERP-Based Brain-Computer Interfaces, IEEE Transactions on Neural Systems and Rehabilitation Engineering, vol. 28 (12), pp. 2773 - 2782, December, 2020, DOI: 10.1109/TNSRE.2020.3048106 |
| | Marco Simões, Davide Borra, Eduardo Santamaría-Vázquez, GBT-UPM, Mayra Bittencourt-Villalpando, Dominik Krzemiñski, Aleksandar Miladinović, Neural_Engineering_Group, Thomas Schmid, Haifeng Zhao, Carlos Amaral, Bruno Direito, Jorge Henriques, Paulo Carvalho, Miguel Castelo-Branco, BCIAUT-P300: A Multi-Session and Multi-Subject Benchmark Dataset on Autism for P300-Based Brain-Computer-Interfaces, Frontiers in Neuroscience, vol. 14, pp. 978, September, 2020, DOI: 10.3389/fnins.2020.568104 |
International congress communications: 3
| | Eduardo Santamaría-Vázquez, Víctor Martínez-Cagigal, Daniel Rodríguez, Jaime Finat, Roberto Hornero, Preventing Cognitive Decline in Elderly Population through Neurofeedback Training: A Pilot Study, 5th International Conference on NeuroRehabilitation (ICNR2020), pp. 1-2, Virtual (Spain), October 13 - October 16, 2020 |
| | Víctor Martínez-Cagigal, Eduardo Santamaría-Vázquez, Roberto Hornero, A Portable P300-based Brain–Computer Interface as an Alternative Communication Device, 5th International Conference on NeuroRehabilitation (ICNR2020), pp. 1-2, Virtual (Spain), October 13 - October 16, 2020 |
| | Víctor Martínez-Cagigal, Reinmar J. Kobler, Valeria Mondini, Roberto Hornero, Gernot R. Müller-Putz, Non-linear online low-frequency EEG decoding of arm movements during a pursuit tracking task, 42nd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2020), ISBN: 978-1-7281-1990-8, pp. 2981-2985, Online (Canada), July 20 - July 24, 2020 |
National congress communications: 1
| | Víctor Martínez-Cagigal, Reinmar J. Kobler, Valeria Mondini, Roberto Hornero, Gernot R. Müller-Putz, Decodificación no lineal de los movimientos de la mano en tiempo real mediante un sistema Brain–Computer Interface, XXXVIII Congreso Anual de la Sociedad Española de Ingeniería Biomédica (CASEIB 2020), ISBN: 978-84-09-25491-0, pp. 244-247, Online (Spain), November 25 - November 27, 2020 |
2019
Indexed journal articles: 3
| | Eduardo Santamaría-Vázquez, Víctor Martínez-Cagigal, Javier Gomez-Pilar, Roberto Hornero, Asynchronous Control of ERP-based BCI Spellers Using Steady-State Visual Evoked Potentials Elicited by Peripheral Stimuli, IEEE Transactions on Neural Systems and Rehabilitation Engineering, vol. 27 (9), pp. 1883 - 1892, August, 2019, DOI: 10.1109/TNSRE.2019.2934645 |
| | Víctor Martínez-Cagigal, Eduardo Santamaría-Vázquez, Javier Gomez-Pilar, Roberto Hornero, Towards an Accessible Use of Smartphone-Based Social Networks through Brain-Computer Interfaces, Expert Systems With Applications, vol. 120, pp. 155-166, April, 2019, DOI: 10.1016/j.eswa.2018.11.026 |
| | Víctor Martínez-Cagigal, Eduardo Santamaría-Vázquez, Roberto Hornero, Asynchronous Control of P300-based Brain–Computer Interfaces using Sample Entropy, Entropy, vol. 21 (3), pp. 230, February, 2019, DOI: 10.3390/e21030230 |
Book chapters: 1
| | Víctor Martínez-Cagigal, Eduardo Santamaría-Vázquez, Javier Gomez-Pilar, Roberto Hornero, A brain–computer interface web browser for multiple sclerosis patients, Neurological Disorders and Imaging Physics, Volume 2: Engineering and clinical perspectives of multiple sclerosis, pp. 12:1-12:31, Bristol, Reino Unido: Institute of Physics Publishing, Editors: Ayman El-Baz and Jasjit S. Suri. ISBN: 978-0-7503-1760-3, 2019 |
International congress communications: 1
| | Eduardo Santamaría-Vázquez, Víctor Martínez-Cagigal, Javier Gomez-Pilar, Roberto Hornero, Deep learning architecture based on the combination of convolutional and recurrent layers for ERP-based brain-computer interfaces, XV Mediterranean Conference on Medical and Biological Engineering and Computing, pp. 1844-1852, Coimbra (Portugal), September 26 - September 28, 2019 |
National congress communications: 1
| | Eduardo Santamaría-Vázquez, Víctor Martínez-Cagigal, Javier Gomez-Pilar, Roberto Hornero, Control asíncrono de sistemas BCI basados en ERP mediante la detección de potenciales evocados visuales de estado estable provocados por los estímulos periféricos del paradigma oddball., 11º Simposio CEA de Bioingeniería, pp. 1-11, Valencia (Spain), July 18 - July 19, 2019 |
2018
Indexed journal articles: 1
| | Nuria Mendoza, Sagrario del Valle Díaz, Natalia Rioja Collado, Javier Gomez-Pilar, Roberto Hornero, Potential benefits of a cognitive training program in MCI, Restorative Neurology and Neuroscience, vol. 36 (2), pp. 207-213, March, 2018, DOI: 10.3233/RNN-170754 |
International congress communications: 2
| | Víctor Martínez-Cagigal, Eduardo Santamaría-Vázquez, Roberto Hornero, Controlling a Smartphone with Brain-Computer Interfaces: A Preliminary Study, X Conference on Articulated Motion and Deformable Objects (AMDO2018), pp. 34-43, Palma de Mallorca (Spain), July 12 - July 13, 2018 |
| | Víctor Martínez-Cagigal, Eduardo Santamaría-Vázquez, Roberto Hornero, A Novel Hybrid Swarm Algorithm for P300-Based BCI Channel Selection, IUPESM World Congress on Medical Physics & Biomedical Engineering (IUPESM 2018), pp. 41-45, Praga (Czech Republic), June 3 - June 8, 2018 |
National congress communications: 2
| | Víctor Martínez-Cagigal, Eduardo Santamaría-Vázquez, Roberto Hornero, Interfaz Cerebro–Ordenador para el Control de las Funcionalidades de un Teléfono Móvil, XXXVI Congreso Anual de la Sociedad Española de Ingeniería Biomédica (CASEIB 2018), ISBN: 978-84-09-06253-9, pp. 61-64, Ciudad Real (Spain), November 21 - November 23, 2018 |
| | Eduardo Santamaría-Vázquez, Víctor Martínez-Cagigal, Roberto Hornero, MEDUSA: Una Nueva Herramienta Para El Desarrollo De Sistemas Brain-Computer Interface Basada en Python, 10º Simposio CEA de Bioingeniería, Interfaces Cerebro-Máquina. Tecnologías para la Rehabilitación y Asistenciales, ISBN: 2341-4243, pp. 97-102, Madrid (Spain), July 2 - July 3, 2018 |
2017
Indexed journal articles: 3
| | Víctor Martínez-Cagigal, Roberto Hornero, P300-Based Brain-Computer Interface Channel Selection using Swarm Intelligence, Revista Iberoamericana de Automatica e Informatica Industrial, vol. 14 (4), pp. 372-383, October, 2017, DOI: 10.1016/j.riai.2017.07.003 |
| | Luis J. Barrios, Roberto Hornero, Javier Pérez-Turiel, José L. Pons, Joan Vidal, José M. Azorín, State of the Art in Neurotechnologies for Assistance and Rehabilitation in Spain: Fundamental Technologies, Revista Iberoamericana de Automatica e Informatica Industrial, vol. 14 (4), pp. 346-354, October, 2017, DOI: 10.1016/j.riai.2017.06.003 |
| | Víctor Martínez-Cagigal, Javier Gomez-Pilar, Daniel Álvarez, Roberto Hornero, An Asynchronous P300-Based Brain-Computer Interface Web Browser for Severely Disabled People, IEEE Transactions on Neural Systems and Rehabilitation Engineering, vol. 25 (8), pp. 1332-1342, September, 2017, DOI: 10.1109/TNSRE.2016.2623381 |
International congress communications: 2
| | Javier Gomez-Pilar, Víctor Martínez-Cagigal, Roberto Hornero, Neurocognitive Training by means of a Motor Imagery-Based Brain Computer Interface in the Elderly, 6th International Conference on Cognitive Neurodynamics, pp. 46, Carmona (Spain), August 1 - August 5, 2017 |
| | Víctor Martínez-Cagigal, Roberto Hornero, A Binary Bees Algorithm for P300-Based Brain-Computer Interfaces Channel Selection, 14th International Work-Conference on Artificial Neural Networks, pp. 453-463, Cádiz (Spain), June 14 - June 16, 2017 |
National congress communications: 2
| | Víctor Martínez-Cagigal, Javier Gomez-Pilar, Daniel Álvarez, Eduardo Santamaría-Vázquez, Roberto Hornero, Sistema Brain-Computer Interface de Navegación Web Orientado a Personas con Grave Discapacidad, XXXVIII Jornadas de Automática, ISBN: 978-84-16664-74-0, pp. 313-319, Gijón (Spain), September 6 - September 8, 2017 |
| | Víctor Martínez-Cagigal, Roberto Hornero, Multi-Objective Optimization for P300-Based Channel Selection, 9º Simposio CEA de Bioingeniería, Interfaces Cerebro-Máquina, Neurotecnologías para la Asistencia y la Rehabilitación, pp. 73-78, Barcelona (Spain), June 6 - June 7, 2017 |
2016
Indexed journal articles: 1
| | Javier Gomez-Pilar, Rebeca Corralejo, Luis F. Nicolás-Alonso, Daniel Álvarez, Roberto Hornero, Neurofeedback training with a motor imagery-based BCI: neurocognitive improvements and EEG changes in the elderly, Medical & Biological Engineering & Computing, vol. 54 (11), pp. 1655-1666, October, 2016, DOI: 10.1007/s11517-016-1454-4 |
International congress communications: 1
| | Víctor Martínez-Cagigal, Pablo Núñez, Roberto Hornero, Spectral Regression Kernel Discriminant Analysis for P300 Speller Based Brain-Computer Interfaces, International Conference on NeuroRehabilitation (ICNR 2016), ISBN: 978-3-319-46668-2, pp. 789-793, La Granja (Segovia) (Spain), October 18 - October 21, 2016 |
National congress communications: 1
| | Víctor Martínez-Cagigal, Javier Gomez-Pilar, Daniel Álvarez, Roberto Hornero, Navegador Web BCI asíncrono controlado mediante potenciales P300, 8 Simposio CEA de Bioingeniería, Interfaces Hombre-Máquina, Cerebro y Periferia, Un camino de ida y vuelta, ISBN: 2341-4243, pp. 1-8, Madrid (Spain), June 23 - June 24, 2016 |
2015
Indexed journal articles: 2
| | Luis F. Nicolás-Alonso, Rebeca Corralejo, Javier Gomez-Pilar, Daniel Álvarez, Roberto Hornero, Adaptive Stacked Generalization for Multiclass Motor Imagery-based Brain Computer Interfaces, IEEE Transactions on Neural Systems and Rehabilitation Engineering, vol. 23 (4), pp. 702-712, July, 2015, DOI: 10.1109/TNSRE.2015.2398573 |
| | Luis F. Nicolás-Alonso, Rebeca Corralejo, Javier Gomez-Pilar, Daniel Álvarez, Roberto Hornero, Adaptive semi-supervised classification to reduce intersession non-stationarity in multiclass motor imagery-based brain computer interfaces, Neurocomputing, vol. 159 (2), pp. 186-196, July, 2015, DOI: 10.1016/j.neucom.2015.02.005 |
Book chapters: 1
| | Javier Gomez-Pilar, Rebeca Corralejo, Daniel Álvarez, Roberto Hornero, Neurofeedback training with a motor imagery-based BCI improves neurocognitive functions in elderly people, Brain-Computer Interface Research: A State-of-the-Art Summary 4, pp. 43-55, New York, Springer, Editors: Guger, Christoph, Müller-Putz, Gernot, Allison, Brendan. ISBN: 978-3-319-25190-5, 2015 |
International congress communications: 2
| | Víctor Martínez-Cagigal, Rebeca Corralejo, Javier Gomez-Pilar, Daniel Álvarez, Roberto Hornero, Diseño, Desarrollo y Evaluación de un Navegador Web basado en Potenciales P300 mediante Brain-Computer Interface Orientado a Personas con Grave Discapacidad, VI Congreso Internacional de Diseño, Redes de Investigación y Tecnología para todos (DRT4ALL 2015), ISBN: 978-84-7993-277-0, pp. 343-368, Madrid (Spain), September 23 - September 25, 2015 |
| | Javier Gomez-Pilar, Rebeca Corralejo, Daniel Álvarez, Roberto Hornero, Evaluación del Entrenamiento Neurocognitivo Mediante una Interfaz Cerebro-Ordenador Basada en Ritmos Sensoriomotores: Mejoras en Funciones Cognitivas Relacionadas con el Envejecimiento, II Encuentro de investigadores. Investigación y envejecimiento: respuestas para dar calidad de vida, pp. 1, Salamanca (Spain), March 10 - March 10, 2015 |
National congress communications: 1
| | Javier Gomez-Pilar, Rebeca Corralejo, Víctor Martínez-Cagigal, Daniel Álvarez, Roberto Hornero, Análisis de los cambios espectrales del EEG producidos por el entrenamiento neurocognitivo mediante una interfaz cerebro-ordenador, 7º Simposio CEA de Bioingeniería 2015, Interfaces Cerebro-Computadora (BCI) y Tecnologías Asistenciales, ISBN: 2341-4243, pp. 15-21, Málaga (Spain), June 25 - June 26, 2015 |
2014
Indexed journal articles: 1
| | Rebeca Corralejo, Luis F. Nicolás-Alonso, Daniel Álvarez, Roberto Hornero, A P300-based brain-computer interface aimed at operating electronic devices at home for severely disabled people, Medical & Biological Engineering & Computing, vol. 52 (10), pp. 861-872, October, 2014, DOI: 10.1007/s11517-014-1191-5 |
International congress communications: 2
| | Luis F. Nicolás-Alonso, Rebeca Corralejo, Javier Gomez-Pilar, Daniel Álvarez, Roberto Hornero, Ensemble learning for classification of motor imagery tasks in multiclass brain computer interfaces, 6th Computer Science and Electronic Engineering Conference (CEEC), ISBN: 978-1-4799-6691-2, pp. 79, Colchester (United Kingdom), September 25 - September 26, 2014 |
| | Javier Gomez-Pilar, Rebeca Corralejo, Luis F. Nicolás-Alonso, Daniel Álvarez, Roberto Hornero, Assessment of Neurofeedback Training by Means of Motor Imagery Based-BCI for Cognitive Rehabilitation, 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society Conference, ISBN: 978-1-4244-7928-3, pp. 3630-3633, Chicago (United States), August 27 - August 31, 2014 |
National congress communications: 1
| | Javier Gomez-Pilar, Rebeca Corralejo, Luis F. Nicolás-Alonso, Daniel Álvarez, Roberto Hornero, Diseño y desarrollo de una plataforma de entrenamiento cognitivo basada en BCI para prevenir los efectos del envejecimiento, 6º Simposio CEA de Bioingeniería 2014, Interfaces Mente Computador y Neurotecnologías, ISBN: 2341-4243, pp. 25-31, Granada (Spain), June 12 - June 13, 2014 |
2013
Non-indexed journal articles: 1
| | Roberto Hornero, Rebeca Corralejo, Daniel Álvarez, Laura Martín, Diseño, desarrollo y evaluación de un sistema Brain Computer Interface (BCI) aplicado al control de dispositivos domóticos para mejorar la calidad de vida de las personas con grave discapacidad, Trauma, vol. 24 (2), pp. 117-125, 2013 |
International congress communications: 4
| | Luis F. Nicolás-Alonso, Rebeca Corralejo, Daniel Álvarez, Roberto Hornero, Analytic Common Spatial Pattern and Adaptive Classification for Multiclass Motor Imagery-based BCI, 6th International IEEE EMBS Conference on Neural Engineering (NER), ISBN: 978-1-4673-1968-3, pp. 1084-1087, San Diego (United States), October 6 - October 10, 2013 |
| | Rebeca Corralejo, Luis F. Nicolás-Alonso, Daniel Álvarez, Roberto Hornero, Assessment of an Assistive P300-based Brain Computer Interface by Users with Severe Disabilities, XIII Mediterranean Conference on Medical and Biological Engineering and Computing, ISBN: 978-3-319-00845-5, pp. 1647-1650, Sevilla (Spain), September 25 - September 28, 2013 |
| | Luis F. Nicolás-Alonso, Rebeca Corralejo, Daniel Álvarez, Roberto Hornero, Adaptive Classification Framework for Multiclass Imagery-based BCI, XIII Mediterranean Conference on Medical and Biological Engineering and Computing, ISBN: 978-3-319-00845-5, pp. 762-765, Sevilla (Spain), September 25 - September 28, 2013 |
| | Rebeca Corralejo, Luis F. Nicolás-Alonso, Daniel Álvarez, Roberto Hornero, Development of a P300-based Brain Computer Interface to Assist Severe Disabled People, V Congreso Internacional de Diseño, Redes de Investigación y Tecnología para todos (DRT4All 2013), ISBN: 978-84-88934-24-6, pp. 160-165, Madrid (Spain), September 23 - September 25, 2013 |
2012
Non-indexed journal articles: 2
| | Rebeca Corralejo, Roberto Hornero, Daniel Álvarez, Laura Martín, Improving the accessibility at home: implementation of a domotic application using a P300-based brain computer interface system, Journal of Accessibility and Design For All, vol. 2 (1), pp. 1-14, May, 2012 |
| | Roberto Hornero, Rebeca Corralejo, Daniel Álvarez, Brain Computer Interface (BCI) aplicado al entrenamiento cognitivo y control domótico para prevenir los efectos del envejecimiento, LYCHNOS - Cuadernos de La Fundación General CSIC, vol. 8, pp. 29-34, March, 2012 |
International congress communications: 1
| | Rebeca Corralejo, Daniel Álvarez, Roberto Hornero, A P300-based BCI Aimed at Managing Electronic Devices for People with Severe Disabilities, International Conference on NeuroRehabilitation (ICNR 2012), ISBN: 978-3-642-34545-6, pp. 641-645, Toledo (Spain), November 14 - November 16, 2012 |
National congress communications: 2
| | Laura Martín, Rebeca Corralejo, Roberto Hornero, Aplicación de las Máquinas de Vector Soporte en Sistemas Brain Computer Interface basados en potenciales P300, XXX Congreso Anual de la Sociedad Española de Ingeniería Biomédica (CASEIB 2012), ISBN: 978-84-616-2147-7, San Sebastián (Spain), November 19 - November 21, 2012 |
| | Rebeca Corralejo, Daniel Álvarez, Roberto Hornero, Evaluación de un sistema BCI de control domótico basado en potenciales P300 aplicado a usuarios con grave discapacidad, 4º Simposio CEA de Bioingeniería 2012, BCI (Brain Computer Interface) y Tecnologías de la rehabilitación, ISBN: 978-84-695-3541-7, pp. 11-18, Valladolid (Spain), May 29 - May 29, 2012 |
2011
International congress communications: 4
| | Rebeca Corralejo, Roberto Hornero, Daniel Álvarez, Laura Martín, Improving the Accesibility at Home: Implementation of a Domotic Application using a P300-based Brain Computer Interface System, IV Congreso Internacional de Diseño, Redes de Investigación y Tecnología para todos, ISBN: 978-84-88934-50-5, pp. 75-84, Madrid (Spain), September 27 - September 29, 2011 |
| | Rebeca Corralejo, Roberto Hornero, Daniel Álvarez, Feature Selection Using a Genetic Algorithm in a Motor Imagery-Based Brain Computer Interface, 33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, ISBN: 978-1-4244-4122-8, pp. 7703-7706, Boston (United States), August 30 - September 3, 2011 |
| | Rebeca Corralejo, Roberto Hornero, Daniel Álvarez, A Domotic Control System Using Brain-Computer Interface (BCI), 11th International Work-Conference on Artificial Neural Networks (IWANN 2011), ISBN: 978-3-642-21500-1, pp. 345-352, Torrmolinos (Spain), June 22 - June 23, 2011 |
| | Rebeca Corralejo, Daniel Álvarez, Roberto Hornero, Aplicación domótica mediante un sistema Brain Computer Interface basado en potenciales P300, VI Congreso Iberoamericano de Tecnologías de Apoyo a la Discapacidad, ISBN: 978-84-8384-188-6, pp. 111-117, Palma de Mallorca (Spain), June 16 - June 17, 2011 |
National congress communications: 1
| | Rebeca Corralejo, Daniel Álvarez, Roberto Hornero, Análisis de electroencefalogramas en ritmos sensoriomotores. Control domótico mediante Brain Computer Interface, 3er Simposio CEA de Bioingeniería 2011, Técnicas de BCI y Neurotecnologías, ISBN: 978-84-8384-167-9, pp. 11-17, Palma de Mallorca (Spain), June 15 - June 16, 2011 |
2010
National congress communications: 3
| | Rebeca Corralejo, Roberto Hornero, Daniel Álvarez, Luis Miguel San José, Diseño de un algoritmo genético como método de selección de características en un sistema BCI basado en ritmos sensoriomotores, XXVIII Congreso Anual de la Sociedad Española de Ingeniería Biomédica (CASEIB 2010), ISBN: 978-84-8058-1, pp. 247, Madrid (Spain), November 24 - November 26, 2010 |
| | Javier Temprano, Roberto Hornero, Análisis espectral de electrocorticograma durante la ejecución de movimientos con la mano al controlar un joystick, XXVIII Congreso Anual de la Sociedad Española de Ingeniería Biomédica (CASEIB 2010), ISBN: 978-84-8058-1, pp. 285, Madrid (Spain), November 24 - November 26, 2010 |
| | Rebeca Corralejo, Daniel Álvarez, Roberto Hornero, Brain Computer Interface aplicado al control de una aplicación domótica, Simposio CEA de Bioingeniería 2010, ISBN: 978-84-938113-1-0, pp. 28-36, Málaga (Spain), June 28 - June 29, 2010 |
2009
National congress communications: 1
| | Rebeca Corralejo, Roberto Hornero, Daniel Álvarez, Desarrollo de una aplicación domótica controlada por Brain Computer Interface (BCI), XXVII Congreso Anual de la Sociedad Española de Ingeniería Biomédica (CASEIB 2009), ISBN: 978-84-608-0990-6, pp. 577-580, Cádiz (Spain), November 18 - November 20, 2009 |
2008
National congress communications: 1
| | Rebeca Corralejo, Roberto Hornero, Daniel Abásolo, Javier Temprano, Comparación de métodos de extracción de características para su aplicación a Brain Computer Interface, XXVI Congreso Anual de la Sociedad Española de Ingeniería Biomédica (CASEIB 2008), ISBN: 978-84-691-3640-9, pp. 174-177, Valladolid (Spain), October 15 - October 17, 2008 |