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Javier Escudero Rodriguez

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Javier Escudero Rodriguez

DR

 https://orcid.org/0000-0002-2105-8725

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Personal profile

Research Interests

Brain connectivity
Network theory
Matrix and tensor decomposition
Nonlinear analysis
Machine learning for physiological data
Alzheimer's disease and dementia
Epilepsy
Intensive care unit data

My research in a nutshell

My research group creates and applies data science techniques to extract information from biomedical signals and clinical time series.

Our main aim is to reveal the subtle changes that major diseases (e.g., Alzheimer's and epilepsy) cause in the brain activity.

In collaboration with researchers at Edinburgh, across the UK and overseas, we are currently working in the processing and analysis of biomedical signals, particularly human brain activity. By developing and applying signal processing methods, we aim at increasing our understanding of how several brain conditions progress. Of particular interest is the evaluation of brain functional connectivity in both neurodevelopmental and neurodegenerative diseases to understand how they affect the way in which different brain regions interact with each other. We are also interested in the interplay between structure and function in the brain and in the application of pattern recognition techniques to highly-dimensional clinical datasets to support decision making.

If you want to know more, check out my "Research in a nutshell" video: Biosignal processing

Current Research Interests

Brain connectivity
Network theory
Matrix and tensor decomposition
Nonlinear analysis
Machine learning for physiological data
Alzheimer's disease and dementia
Epilepsy
Intensive care unit data

 

 

Websites

http://scholar.google.co.uk/citations?user=sIBtm3AAAAAJ&hl=en

 

Education/Academic qualification

Doctor of Philosophy (PhD), Applications of Blind Source Separation to the Magnetoencephalogram Background Activity in Alzheimer's Disease, University of Valladolid

Award Date: 1 Jan 2010

Master of Engineering, University of Valladolid

Award Date: 1 Jan 2005

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Collaborations and top research areas from the last five years

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  • Graph-Based Multivariate Multiscale Dispersion Entropy: Efficient Implementation and Applications to Real-World Network Data

    Fabila-Carrasco, J. S., Lei, M.-S. M., Tan, C. & Escudero, J., 28 Apr 2026, (E-pub ahead of print) In: IEEE Transactions on Signal and Information Processing Over Networks. 11 p.

    Research output: Contribution to journal › Article › peer-review

    Open Access
    File

  • The exposome of brain aging across 34 countries

    Legaz, A., Moguilner, S., Barttfeld, P., Cuadros Castro, J., Galván Rial, D. S., Migeot, J., Farina, F. R., Gonzalez-Gomez, R., Salazar-Londoño, S., de Souza Azzi, T., Alcauter, S., Amoruso, L., Anghinah, R., Bakr, M., Behrens, M. I., Bruno, M. A., Cardona, J. F., Chen, C., Colliot, O. & Custodio, N. & 123 others, d'Acremont, Q., Debette, S., Dzianok, P., Güntekin, B., Huguet, J., Jarne, C., Joliot, M., Karageorgiou, E., Khedr, E. M., Koopowitz, S.-M., Kublik, E., Lee, J., Aksman, L., Lopez, S., Margaretic, P., Matallana, D., Matis, S., Miltiadous, A., Novotni, G., Orio, P., Parra, M. A., Reppermund, S., de Paula França Resende, E., Salum, G. A., Slachevsky, A., Ortiz, A. L. S., Takada, L. T., Toh, A. Q., Tzallas, A., Wen, W., Whelan, R., Yener, G., Zegarra Valdivia, J. A., Alexoudi, A., Arshad, F., Atta, H., Avila-Funes, J. A., Santos, J. B., Bruña, R., Castelblanco-Toro, S. M., Chino Vilca, B. N., Coronel-Oliveros, C., Crivello, F., Cruzat, J., Dellavale, D., Dhooge, C., Di Caterina, G., Escudero, J., Esquivias Farias, J. M., Eze, L. U., Evans, T. E., Farombi, T., Fernández, A., Fittipaldi, S., Portillo, F., Martinic, G. F., García, A. M., Garcia-Cordero, I., Gaurav, R., Godoy, M. E., Gonzalez Campo, C., González Hernández, A., Hanoğlu, L., Hazelton, J. L., Herzog, R., Ikiz, B., Njamnshi, A. K., Landin-Romero, R., López, M. E., Maito, M. A., Medel, V., Sepúlveda, J. P. M., Ochoa Gómez, J. F., Ogbuagu, C., de Oliveira, M. O., Ozansoy, M., Palma-Espinosa, J., Hilal, S., Zhou, J. H., Escudero, S. D. P., Pitman, J. K., Prado, P., Ramírez González, D., Reyes, P., Santamaría García, H., Schröder, J., Sitt, J. D., Soliman, R. K., Soto-Añari, M., Thanissery, N., Ito, L. T., Tsuchida, A., Tzourio, C., Yırıkoğulları, H., Yokoyama, J. S., Aguillon, D., Miller, B., Alladi, S., Jiang, Y., Navarro, A., Babiloni, C., Huepe Artigas, D., Piguet, O., Sosa, P. A. V., Mostert, C. M., Tahmasian, M., Li, P., Hu, K., Genon, S., Stein, D. J., Maestú, F., Pievani, M., Salama, M., Brodaty, H., Sachdev, P. S., Lawlor, B., Eyre, H. A., Miranda, J. J., Baez, S., Tagliazucchi, E., Duran-Aniotz, C., Hernandez, H. & Ibanez, A., 3 Apr 2026, (E-pub ahead of print) In: Nature Medicine.

    Research output: Contribution to journal › Article › peer-review

    Open Access
    File

  • Absence seizures and sleep-wake abnormalities in a rat model of GRIN2B neurodevelopmental disorder

    Hristova, K., Fasol, M., McLaughlin, N., Nawaz, M. S., Taskiran, M., Buller-Peralta, I., Harris, A., Sutherland, A., Bassi, A., Ocampo-Garces, A., Escudero, J., Kind, P. C. & Gonzalez-Sulser, A., 1 Dec 2025, In: Epilepsia. 66, 12, p. 4996-5013

    Research output: Contribution to journal › Article › peer-review

    Open Access
    File

  • Creative experiences and brain clocks

    Coronel-Oliveros, C., Migeot, J., Lehue, F., Amoruso, L., Kowalczyk-Grębska, N., Jakubowska, N., Mandke, K. N., Seabra, J. P., Orio, P., Campbell, D., Gonzalez-Gomez, R., Prado, P., Cuadros, J., Tagliazucchi, E., Cruzat, J., Legaz, A., Medel, V., Hernandez, H., Fittipaldi, S. & Altschuler, F. & 30 others, Moguilner, S., Baez, S., Santamaria-Garcia, H., González-Hernández, A., Bonilla-Santos, J., Güntekin, B., Babiloni, C., Abasolo, D., Caterina, G. D., Yener, G. G., Escudero, J., Ochoa-Gómez, J. F., Soto-Añari, M., Bruno, M., Valdes-Sosa, P. A., Anghinah, R., Gonzalez-Montealegre, R. A., Clark, R. A., García, A. M., Kaltwasser, L., Schürmann, M., Meier, J. M., Brzezicka, A., Whelan, R., Lawlor, B., Robertson, I. H., Bailey, C., Melloni, L., Sajnani, N. & Ibanez, A., Dec 2025, In: Nature Communications. 16, 1, p. 8336 8336.

    Research output: Contribution to journal › Article › peer-review

    Open Access
    File

  • CLaI: Collaborative Learning and Inference for low-resolution physiological signals – Validation in clinical event detection and prediction

    Haule, H., Piper, I., Jones, P., Lo, T.-Y. M. & Escudero, J., Nov 2025, In: IEEE Transactions on Biomedical Engineering. 72, 11, p. 3186-3195 10 p., 10974669.

    Research output: Contribution to journal › Article › peer-review

    Open Access
    File
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