3 papers
math.OC2026
Data-Driven Control in Infinite-Dimensional Spaces: Fundamental Lemma and Applications
Daniel López-Montero
Data-driven control of dynamical systems has attracted significant research interest. This paper establishes a theoretical foundation for data-driven control in infinite-dimensiona…
stat.ML2026
Gaussian mixture models in Hilbert spaces via kernel methods
Daniel López-Montero, Antonio Álvarez-López, Marcos Matabuena
Modern datasets across many disciplines increasingly consist of time-evolving, potentially infinite-dimensional random objects, such as dynamic functional data, which are naturally…
cs.CR2025
Reinforcement Learning for Automated Cybersecurity Penetration Testing
Daniel López-Montero, José L. Álvarez-Aldana, Alicia Morales-Martínez +2
This paper aims to provide an innovative machine learning-based solution to automate security testing tasks for web applications, ensuring the correct functioning of all components…