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Digital Signal Processing with Kernel Methods(1)
IEEE Geoscience and Remote Sensing Letters(1)
IEEE Transactions on Antennas and Propagation(1)
Kernel Methods in Bioengineering, Signal and Image Processing(1)
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery(1)
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Métodos informáticos especiales(3)
Ingeniería y operaciones afines(1)
Instrumentos de precisión y otros dispositivos(1)
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scopus(5)
Digital 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:scopusKernel antenna array processing
ArticleAbstract: We introduce two support vector machine (SVM)-based approaches for solving antenna problems such asPalabras claves:Antenna arrays, BEAMFORMING, Kernel method, Mercer's kernels, SUPPORT VECTOR MACHINESAutores:Camps-Valls G., Christodoulou C.G., Jose Luis Rojo-Álvarez, 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 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:scopus