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Kernel Methods in Bioengineering, Signal and Image Processing(2)
IEEE Geoscience and Remote Sensing Letters(1)
IEEE Transactions on Neural Networks(1)
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scopus(4)
Discrete time signal processing framework with support vector machines
Book PartAbstract: Digital signal processing (DSP) of time series using SVM has been addressed in the literature with aPalabras claves:Autores:Camps-Valls G., Figuera-Pozuelo C., Jose Luis Rojo-Álvarez, Martínez-Cruz C.E., Martinez-Ramon M.Fuentes:scopusKernel methods in bioengineering, signal and image processing
BookAbstract: In the last decade, a number of powerful kernel-based learning methods have been proposed in the macPalabras claves:Autores:Camps-Valls G., Jose Luis Rojo-Álvarez, Martinez-Ramon M.Fuentes:scopusRobust support vector regression for biophysical variable estimation from remotely sensed images
ArticleAbstract: This letter introduces the ε-Huber loss function in the support vector regression (SVR) formulationPalabras claves:Biophysical parameter estimation, Medium resolution imaging spectrometer (MERIS), Ocean chlorophyII concentration, regression, Robust cost function, Sea-viewing wide field-of-view sensor (SeaWiFS)/seawifs bio-optical algorithm mini-workshopAutores:Bruzzone L., Camps-Valls G., Jose Luis Rojo-Álvarez, Melgani F.Fuentes:scopusSupport vector machines for nonlinear Kernel ARMA system identification
ArticleAbstract: Nonlinear system identification based on support vector machines (SVM) has been usually addressed byPalabras claves:Autores:Camps-Valls G., Figueiras-Vidal A.R., Jose Luis Rojo-Álvarez, Martinez-Ramon M., Mun̈oz-Marí J., Navia-Vázquez A., Soria-Olivas E.Fuentes:scopus