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scopus(10)
A robust support vector algorithm for nonparametric spectral analysis
OtherAbstract: A new approach to the nonparametric spectral estimation on the basis of the support vector method (SPalabras claves:Spectral Analysis, Support vector method, Weighted least squares, Welch periodogramAutores:Artés-Rodríguez A., Figueiras-Vidal A.R., García-Armada A., Jose Luis Rojo-Álvarez, Martinez-Ramon M.Fuentes:scopusA support vector machine music algorithm
ArticleAbstract: This paper introduces a new Support Vector Machine (SVM) formulation for the direction of arrival (DPalabras claves:direction of arrival (DOA), Minimum Variance Distortionless Response (MVDR), MUltiple SIgnal Characterization (MUSIC), support vector machine (SVM)Autores:Camps-Valls G., Christodoulou C.G., El Gonnouni A., Figueiras-Vidal A.R., Jose Luis Rojo-Álvarez, Martinez-Ramon M.Fuentes:scopusDigital signal processing with kernel methods
BookAbstract: A realistic and comprehensive review of joint approaches to machine learning and signal processing aPalabras claves:Autores:Camps-Valls G., Jose Luis Rojo-Álvarez, Martinez-Ramon M., Mun̈oz-Marí J.Fuentes:scopusMulti-Temporal Image Classification with Kernels
Book PartAbstract:Palabras claves:Binary Support Vector Machine classifier (SVM) and one-class Support Vector Domain Description (SVDD) classifier, Classifiers based on statistical learning theory, binary SVM and one-class SVDD classifier, Contextual and multi-source data fusion with kernels, Family of powerful nonlinear classification methods for multi-temporal classification, Good classification performance using spectral signature, Linking Gaussian Markov Random Fields (GMRF) at different dates, Multi-temporal classification and change detection with kernels, Multi-temporal classification of remote sensing images, Multi-temporal image classification with kernels, Two kernel-based formulationsAutores:Calpe-Maravilla J., Camps-Valls G., Gómez-Chova L., Jose Luis Rojo-Álvarez, Martinez-Ramon M., Muñnoz-Marí J.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:scopusSparse deconvolution using support vector machines
ArticleAbstract: Sparse deconvolution is a classical subject in digital signal processing, having many practical applPalabras claves:Autores:Camps-Valls G., Figueiras-Vidal A.R., Jose Luis Rojo-Álvarez, Martínez-Cruz C.E., Martinez-Ramon M., Mun̈oz-Marí 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 machines in engineering: An overview
ReviewAbstract: This paper provides an overview of the support vector machine (SVM) methodology and its applicabilitPalabras claves:Autores:Camps-Valls G., Jose Luis Rojo-Álvarez, Martinez-Ramon M., Salcedo-Sanz S.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