* co-first author
Published in Briefings in Bioinformatics, 2026
Recommended citation: Schmidt-Santiago, L., Guerrero-López, A., Sevilla-Salcedo, C., Rodríguez-Temporal, D., Rodríguez-Sánchez, B., & Gómez-Verdejo, V. (2026). A systematic review of machine learning on clinical MALDI-TOF MS. Briefings in Bioinformatics, 27(3), bbag208. https://doi.org/10.1093/bib/bbag208
Published in Expert Review of Anti-infective Therapy, 2026
Recommended citation: Giacobbe, D. R., Ahmad, R., Akilli, F. M., Ascandari, A., Eyre, D. W., Gallardo-Pizarro, A., ... & Guerrero-López, A. (2026). How ready are we to use artificial intelligence in our fight against Antimicrobial resistance? An ESGAID and EAAS perspective. Expert Review of Anti-infective Therapy, (just-accepted). https://doi.org/10.1080/14787210.2026.2625382
Published in IEEE Open Journal of Intelligent Transportation Systems, 2025
Recommended citation: Larese, D. C., Cerrada, A. B., Tomei, G. D., Guerrero-López, A., Olmos, P. M., & Gómez García, M. J. (2025). Transformer Vibration Forecasting for Advancing Rail Safety and Maintenance 4.0. IEEE Open Journal of Intelligent Transportation Systems, 6, 1612–1624. https://doi.org/10.1109/OJITS.2025.3638611
Published in Microbes and Infection, 2025
Recommended citation: Greutmann, M., Borgwardt, K., Brüningk, S., Franzeck, F., Giske, C. G., Green, A. G., ... & Egli, A. (2025). ESCMID workshop: Artificial Intelligence and Machine Learning in Medical Microbiology Diagnostics. Microbes and Infection, 105562. https://doi.org/10.1016/j.micinf.2025.105562
Published in Data in Brief, 2025
Recommended citation: Sun, Y., Guerrero-López, A., Arias-Londoño, J. D., & Godino-Llorente, J. I. (2025). CT-SCOPE: annotated dataset of CT SCans for the automatic semantic segmentation of the Osseous structures of the Paranasal sinusEs. Data in Brief, 111962. https://doi.org/10.1016/j.dib.2025.111962
Published in IEEE Access, 2025
Recommended citation: Moure Prado, Á., Guerrero-López, A., Arias-Londoño, J. D., & Godino-Llorente, J. I. (2025). Bayesian automatic screening of pneumonia and lung lesions localization from CT scans. A combined method toward a more user-centred and explainable approach. IEEE Access, 13, 3607282. https://doi.org/10.1109/ACCESS.2025.3607282
Published in BMC Bioinformatics, 2025
A web-based translational tool for automated Clostridioides difficile ribotype typing from MALDI-TOF MS data.
Recommended citation: Blázquez-Sánchez, M.*, Guerrero-López, A.*, Candela, A., Belenguer-Llorens, A., Moreno, J. M., Sevilla-Salcedo, C., ... & Rodríguez-Sánchez, B. (2025). Automated web-based typing of Clostridioides difficile ribotypes via MALDI-TOF MS. BMC Bioinformatics, 26(1), 181. https://doi.org/10.1186/s12859-025-06200-6
Published in Computerized Medical Imaging and Graphics, 2025
Medical image segmentation of paranasal sinus osseous structures for clinically relevant CT analysis.
Recommended citation: Sun, Y., Guerrero-López, A., Arias-Londoño, J. D., & Godino-Llorente, J. I. (2025). Automatic semantic segmentation of the osseous structures of the paranasal sinuses. Computerized Medical Imaging and Graphics, 123, 102541. https://doi.org/10.1016/j.compmedimag.2025.102541
Published in Scientific Data, 2024
Recommended citation: Mendes-Laureano, J., Gómez-García, J. A., Guerrero-López, A., et al. (2024). NeuroVoz: a Castillian Spanish corpus of parkinsonian speech. Scientific Data, 11, 1367. https://doi.org/10.1038/s41597-024-04186-z
Published in Scientific Data, 2024
Recommended citation: Hernández-García, E., Guerrero-López, A., Arias-Londoño, J. D., et al. (2024). A voice and speech corpus of patients who underwent upper airway surgery in pre- and post-operative states. Scientific Data, 11, 746. https://doi.org/10.1038/s41597-024-03540-5
Published in Engineering Applications of Artificial Intelligence, 2024
Explainable deep learning for atrial fibrillation detection from PPG-derived matrix representations.
Recommended citation: Fuster-Barceló, C., Guerrero-López, A., Camara, C., & Peris-Lopez, P. (2024). Exploring the Power of PPG Matrix for Atrial Fibrillation Detection with Integrated Explainability. Engineering Applications of Artificial Intelligence, 133, 108325. https://doi.org/10.1016/j.engappai.2024.108325
Published in Engineering Applications of Artificial Intelligence, 2023
Recommended citation: López, A., Guerrero-López, A., Olmos, P. M., & Gómez, M. J. (2023). Detecting train driveshaft damages using accelerometer signals and Differential Convolutional Neural Networks. Engineering Applications of Artificial Intelligence, 126, 106840. https://doi.org/10.1016/j.engappai.2023.106840
Published in Journal of Clinical Microbiology, 2023
Supervised learning for species-level discrimination within the Enterobacter cloacae complex using routine MALDI-TOF measurements.
Recommended citation: Candela, A.*, Guerrero-López, A.*, Mateos, M., Gómez-Asenjo, A., Arroyo, M. J., Hernández-García, M., del Campo, R., Cercenado, E., Cuénod, A., Méndez, G., Mancera, L., Caballero, J. D., Martínez-García, L., Gijón, D., Morosini, M. I., Ruiz-Garbajosa, P., Egli, A., Cantón, R., Muñoz, P., Rodríguez-Temporal, D., & Rodríguez-Sánchez, B. (2023). Automatic Discrimination of Species within the Enterobacter cloacae Complex Using Matrix-Assisted Laser Desorption Ionization–Time of Flight Mass Spectrometry and Supervised Algorithms. Journal of Clinical Microbiology, e01049-22. https://journals.asm.org/doi/abs/10.1128/jcm.01049-22
Published in Engineering Applications of Artificial Intelligence, 2023
Machine learning for rapid antibiotic-resistance prediction in Klebsiella pneumoniae directly from routine MALDI-TOF mass spectra.
Recommended citation: Guerrero-López, A., Sevilla-Salcedo, C., Candela, A., Hernández-García, M., Cercenado, E., Olmos, P. M., Cantón, R., Muñoz, P., Gómez-Verdejo, V., del Campo, R., & Rodríguez-Sánchez, B. (2023). Automatic antibiotic resistance prediction in Klebsiella pneumoniae based on MALDI-TOF mass spectra. Engineering Applications of Artificial Intelligence, 118, 105644. https://www.sciencedirect.com/science/article/pii/S0952197622006340
Published in Neurocomputing, 2022
Recommended citation: Sevilla-Salcedo, C., Guerrero-López, A., Olmos, P. M., & Gómez-Verdejo, V. (2022). Bayesian Sparse Factor Analysis with Kernelized Observations. Neurocomputing. https://doi.org/10.1016/j.neucom.2022.03.024
Published in Multimedia Tools and Applications, 78, 2019
Recommended citation: Perales, F. J., Riera, L., Ramis, S., Guerrero-López, A. (2019). Evaluation of a VR system for Pain Management using binaural acoustic stimulation. Multimed Tools Appl, 78, 32869–32890. https://link.springer.com/article/10.1007/s11042-019-07953-y
Published in bioRxiv, 2025
A large open MALDI-TOF MS resource created to support clinical microbiology machine learning, benchmarking, and translational data-driven applications.
Recommended citation: Santiago, L. S., López-Mareca, I., Blázquez-Sánchez, M., Moreno, J. M., Sevilla-Salcedo, C., Gómez-Verdejo, V., Rodríguez-Sánchez, B., Rodríguez-Temporal, D., & Guerrero-López, A. (2025). MARISMa: a routine MALDI-TOF MS database from 2018 to 2024. bioRxiv. https://doi.org/10.1101/2025.05.31.657186
Published in bioRxiv, 2024
A machine learning approach for automated strain surveillance of Escherichia coli in clinical settings.
Recommended citation: Rodríguez Palomo, R., Guerrero-López, A., Sevilla-Salcedo, C., Rodríguez-Temporal, D., Rodríguez-Sánchez, B., & Gómez-Verdejo, V. (2024). Automatic surveillance of Escherichia coli bacteriological strains within clinical settings. bioRxiv. https://doi.org/10.1101/2024.11.05.622049
Published in bioRxiv, 2024
Recommended citation: Guerrero-López, A., Antón, L. B., Blázquez-Sánchez, M., Schmidt-Santiago, L., Sevilla-Salcedo, C., Rodríguez-Temporal, D., Rodríguez-Sánchez, B., & Gómez-Verdejo, V. (2024). Overcoming variability challenges for Clostridioides difficile via data augmentation techniques. bioRxiv. https://doi.org/10.1101/2024.10.29.620907
Published in techRxiv, 2024
A model for automatic phonemic grouping in parkinsonian speech, aimed at robust speech-based digital biomarkers.
Recommended citation: Guerrero-López, A., Arias-Londoño, J. D., Shattuck-Hufnagel, S., et al. (2024). MARTA: a model for the automatic phonemic grouping of the parkinsonian speech. TechRxiv. http://dx.doi.org/10.36227/techrxiv.171084943.31044695/v1
Published in arXiv, 2022
Recommended citation: Guerrero-López, A., Sevilla-Salcedo, C., Gómez-Verdejo, V., & Olmos, P. M. (2022). Multi-view hierarchical Variational AutoEncoders with Factor Analysis latent space. arXiv. https://arxiv.org/abs/2207.09185
Published in Interaccion 2019 at San Sebastián, Spain., 2019
Recommended citation: Ramis, S., Perales, F., Guerrero-López, A., & Buades Rubio, J. M. (2019). Interacción basada en robots sociales para la evaluación de expresiones faciales. https://www.researchgate.net/publication/334204484_Interaccion_basada_en_robots_sociales_para_la_evaluacion_de_expresiones_faciales
Published in bioRxiv, 2025
Recommended citation: Santiago, L. S., López-Mareca, I., Blázquez-Sánchez, M., Moreno, J. M., Sevilla-Salcedo, C., Gómez-Verdejo, V., Rodríguez-Sánchez, B., Rodríguez-Temporal, D., & Guerrero-López, A. (2025). MARISMa: a routine MALDI-TOF MS database from 2018 to 2024. Zenodo. https://zenodo.org/records/14218003
Published in Zenodo, 2024
Recommended citation: Hernández-García, E., Guerrero-López, A., Arias-Londoño, J. D., et al. (2024). CUCO Database: A voice and speech corpus of patients who underwent upper airway surgery in pre- and post-operative states [Data set]. Zenodo. https://doi.org/10.5281/zenodo.10256802
Published in Zenodo, 2024
An open Castilian Spanish speech corpus designed to support Parkinson-related speech analysis and digital biomarker research.
Recommended citation: Mendes-Laureano, J., Gómez-García, J. A., Guerrero-López, A., Luque-Buzo, E., Arias-Londoño, J. D., Grandas-Pérez, F. J., & Godino-Llorente, J. I. (2024). NeuroVoz: a Castillian Spanish corpus of parkinsonian speech (1.0.0) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.10777657
Published in Zenodo, 2023
Recommended citation: Blázquez-Sánchez, M., Guerrero-López, A., Candela, A., Sánchez-Cueto, M., Marín, M., Jiménez-Navarro, L., et al. (2023). MALDI-TOF spectra of Clostridioides difficile Ribotypes. Zenodo. https://doi.org/10.5281/zenodo.10370872
Published in Universidad Carlos III de Madrid, 2023
Recommended citation: Guerrero-López, A. J. (2023). Clinical microbiology with multi-view deep probabilistic models. http://aguerrerolopez.github.io/files/Tesis_GuerreroLopez_AlejandroJorge_FormatoWeb.pdf