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Boloix-Tortosa, Rafael; Murillo-Fuentes, Juan José; Payán-Somet, Francisco Javier; Pérez-Cruz, Fernando

Complex Gaussian Processes for Regression Journal Article

In: IEEE Transactions on Neural Networks and Learning Systems, 29 (11), pp. 5499-5511, 2018.

Links | BibTeX | Tags: Complex-valued processes, Gaussian processes (GPs), kernel methods, regression


Tuia, D; Verrelst, J; Alonso, L; Perez-Cruz, Fernando; Camps-Valls, Gustavo

Multioutput Support Vector Regression for Remote Sensing Biophysical Parameter Estimation Journal Article

In: IEEE Geoscience and Remote Sensing Letters, 8 (4), pp. 804–808, 2011, ISSN: 1545-598X.

Abstract | Links | BibTeX | Tags: Biological system modeling, Biomedical imaging, Biophysical parameter estimation, chlorophyll content estimation, Estimation, fractional vegetation cover, geophysical image processing, hyperspectral compact high-resolution imaging spec, image resolution, leaf area index, model inversion, multioutput support vector regression method, nonparametric biophysical parameter estimation, Parameter estimation, regression, regression analysis, Remote sensing, remote sensing biophysical parameter estimation, remote sensing image, single-output support vector regression method, spectrometers, Support vector machines, support vector regression (SVR), Vegetation mapping


Perez-Cruz, Fernando; Murillo-Fuentes, Juan Jose; Caro, S

Nonlinear Channel Equalization With Gaussian Processes for Regression Journal Article

In: IEEE Transactions on Signal Processing, 56 (10), pp. 5283–5286, 2008, ISSN: 1053-587X.

Abstract | Links | BibTeX | Tags: Channel estimation, digital communications receivers, equalisers, equalization, Gaussian processes, kernel adaline, least mean squares methods, maximum likelihood estimation, nonlinear channel equalization, nonlinear equalization, nonlinear minimum mean square error estimator, regression, regression analysis, short training sequences, Support vector machines