no code implementations • 14 Jun 2023 • María Barroso, José M. Bossio, Carlos M. Alaíz, Ángela Fernández
The implementation of strategies for fault detection and diagnosis on rotating electrical machines is crucial for the reliability and safety of modern industrial systems.
no code implementations • 19 Jun 2017 • Carlos M. Alaíz, Johan A. K. Suykens
This work proposes a new algorithm for training a re-weighted L2 Support Vector Machine (SVM), inspired on the re-weighted Lasso algorithm of Cand\`es et al. and on the equivalence between Lasso and SVM shown recently by Jaggi.
no code implementations • 21 Dec 2016 • Carlos M. Alaíz, Michaël Fanuel, Johan A. K. Suykens
A graph-based classification method is proposed for semi-supervised learning in the case of Euclidean data and for classification in the case of graph data.
no code implementations • 21 Oct 2016 • Carlos M. Alaíz, Michaël Fanuel, Johan A. K. Suykens
In this paper, Kernel PCA is reinterpreted as the solution to a convex optimization problem.