About me

PhD in Telecommunication Engineering, currently Professor at UPM, where I teach courses on Statistics and Machine Learning, both at Degree and Master level.

My main research interest focuses on Artificial Intelligence, Optimal Control and Signal Processing methods applied to different fields. Although right now I am focused on medical applications, I have also applied these tools to Autonomous Navigation, Cybersecurity, Communications, Industrial applications and Audio Separation. For a more detailed view, you can check my publications.

Finally, you can find more details on my CV.

Students

For UPM students, if you are interested in applying AI methods in your Bachelor or Master thesis, do not hesitate to contact me via email or UPM Teams. If I do not reply within a week, mail again, as your mail may have been marked as spam.

Latest news

• In 2025, we have published:
  • Improving Synthetic Data Generation Through Federated Learning in Scarce and Heterogeneous Data Scenarios, in the journal Big Data and Cognitive Computing.
  • Membership Inference Attacks and Differential Privacy: A Study within the context of Generative Models in the journal IEEE Open Journal of the Computer Society.
  • Artificial inductive bias for synthetic tabular data generation in data-scarce scenarios in the journal Neurocomputing.
  • Advancing Cancer Research with Synthetic Data Generation in Low-Data Scenarios, in the IEEE Journal of Biomedical and Health Informatics.
  • Attentive Neural Processes for Few-Shot Learning Anomaly-Based Vessel Localization Using Magnetic Sensor Data in theJournal of Marine Science and Engineering.