no code implementations • 31 May 2023 • José Camacho, Katarzyna Wasielewska, Marta Fuentes-García, Rafael Rodríguez-Gómez
Autonomous or self-driving networks are expected to provide a solution to the myriad of extremely demanding new applications in the Future Internet.
1 code implementation • 31 Jul 2019 • Roberto Magán-Carrión, José Camacho, Gabriel Maciá-Fernández, Ángel Ruíz-Zafra
In this way, new solutions for monitoring and detecting security events are needed to address new challenges brought about by this scenario, among others, the large number of devices to monitor, the large amount of data to manage and the real-time requirement to provide quick security event detection and, consequently, quick response to attacks.
no code implementations • 5 Jul 2019 • José Camacho, Katarzyna Wasielewska, Rasmus Bro, David Kotz
There is an increasing interest in the development of new data-driven models useful to assess the performance of communication networks.
no code implementations • 28 Jun 2019 • José Camacho, Evrim Acar, Morten A. Rasmussen, Rasmus Bro
In this paper, we introduce the cross-product penalized component analysis (XCAN), a sparse matrix factorization based on the optimization of a loss function that allows a trade-off between variance maximization and structural preservation.
no code implementations • 27 Jun 2019 • José Camacho, José Manuel García-Giménez, Noemí Marta Fuentes-García, Gabriel Maciá-Fernández
In the second case study we show the Big Data capabilities of the approach in data collected from a real network with labeled attacks.