no code implementations • 20 Jun 2019 • Pere Giménez-Febrer, Alba Pagès-Zamora, Georgios B. Giannakis
This paper analyzes the generalization error of such approaches, and presents numerical tests confirming the theoretical results.
no code implementations • 1 Aug 2018 • Pere Giménez-Febrer, Alba Pagès-Zamora, Georgios B. Giannakis
Matrix completion and extrapolation (MCEX) are dealt with here over reproducing kernel Hilbert spaces (RKHSs) in order to account for prior information present in the available data.
no code implementations • 8 Dec 2017 • Panagiotis A. Traganitis, Alba Pagès-Zamora, Georgios B. Giannakis
The rising interest in pattern recognition and data analytics has spurred the development of innovative machine learning algorithms and tools.