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Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)(2)
IEEE Signal Processing Letters(1)
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Explicit recursive and adaptive filtering in reproducing kernel hilbert spaces
ArticleAbstract: This brief presents a methodology to develop recursive filters in reproducing kernel Hilbert spaces.Palabras claves:Adaptive, autoregressive and moving-average, filter, kernel methods, recursiveAutores:Camps-Valls G., Jose Luis Rojo-Álvarez, Martinez-Ramon M., Mun̈oz-Marí J., Tuia D.Fuentes:scopusNonlinear system identification with composite relevance vector machines
ArticleAbstract: Nonlinear system identification based on relevance vector machines (RVMs) has been traditionally addPalabras claves:Composite kernels, Nonlinear system identification, Relevance vector machine (RVM)Autores:Camps-Valls G., Jose Luis Rojo-Álvarez, Martinez-Ramon M., Mun̈oz-Marí J.Fuentes:scopusLearning non-linear time-scales with kernel γ-filters
ArticleAbstract: A family of kernel methods, based on the γ-filter structure, is presented for non-linear system idenPalabras claves:Gamma filter, Kernel, Non-linear system identification, Support Vector MachineAutores:Camps-Valls G., Jose Luis Rojo-Álvarez, Martinez-Ramon M., Mun̈oz-Marí J., Requena-Carrión J.Fuentes:scopusSupport Vector Method for Robust ARMA System Identification
ArticleAbstract: This paper presents a new approach to auto-regressive and moving average (ARMA) modeling based on thPalabras claves:ARMA modeling, Cross-correlation, Support vector method, system identification, TIME SERIESAutores:Artés-Rodríguez A., De Prado-Cumplido M., Figueiras-Vidal A.R., Jose Luis Rojo-Álvarez, Martinez-Ramon M.Fuentes:scopusSupport vector method for ARMA system identification: A robust cost interpretation
Conference ObjectAbstract: This paper deals with the application of the Support Vector Method (SVM) methodology to the Auto RegPalabras claves:Autores:Artés-Rodríguez A., De Prado-Cumplido M., Figueiras-Vidal A.R., Jose Luis Rojo-Álvarez, Martinez-Ramon M.Fuentes:scopusSupport vector robust algorithms for non-parametric spectral analysis
Conference ObjectAbstract: A new approach to the non-parametric spectral estimation on the basis of the Support Vector (SV) fraPalabras claves:Autores:Artés-Rodríguez A., Figueiras-Vidal A.R., GarcÍa-Alberola A., Jose Luis Rojo-Álvarez, Martinez-Ramon M., Valdés-Chavarri M.Fuentes:scopus