Gustavo Camps-Valls

154 papers B 5C 30Misc 2Journal 87Unranked 22
YearRankTypeTitle / Venue / Authors
2022 J jnl
Let's consider more general nonlinear approaches to study teleconnections of climate variables.
CoRR
Diego Bueso, Maria Piles, Gustavo Camps-Valls
2021 J jnl
Deep importance sampling based on regression for model inversion and emulation.
Digit. Signal Process.
Fernando Llorente, Luca Martino, David Delgado-Gómez, Gustavo Camps-Valls
2018 C conf
Global Estimation of Soil Moisture Persistence with L and C-Band Microwave Sensors.
IGARSS
Maria Piles, Robin van der Schalie, Alexander Gruber, Jordi Muñoz-Marí, Gustavo Camps-Valls, Anna Mateo-Sanchis, Wouter Dorigo, Richard de Jeu
2017 C conf
Remote sensing of vegetation dynamics in agro-ecosystems using smap vegetation optical depth and optical vegetation indices.
IGARSS
Maria Piles, Gustavo Camps-Valls, David Chaparro, Dara Entekhabi, Alexandra Georges Konings, Thomas Jagdhuber
2016 J jnl
Image Denoising with Kernels based on Natural Image Relations.
CoRR
Valero Laparra, Juan Gutiérrez, Gustavo Camps-Valls, Jesús Malo
2015 — conf
Capturing Time-structures in Earth Observation Data with Gaussian Processes (abstract).
AALTD@PKDD/ECML
Gustavo Camps-Valls
2015 J jnl
Spectral clustering with the probabilistic cluster kernel.
Neurocomputing
Emma Izquierdo-Verdiguier, Robert Jenssen, Luis Gómez-Chova, Gustavo Camps-Valls
2014 — conf
A family of kernel anomaly change detectors.
WHISPERS
Nathan Longbotham, Gustavo Camps-Valls
2014 J jnl
A unified SVM framework for signal estimation.
Digit. Signal Process.
José Luis Rojo-Álvarez, Manel Martínez-Ramón, Jordi Muñoz-Marí, Gustavo Camps-Valls
2014 J jnl
Advances in Hyperspectral Image Classification: Earth Monitoring with Statistical Learning Methods.
IEEE Signal Process. Mag.
Gustavo Camps-Valls, Devis Tuia, Lorenzo Bruzzone, Jón Atli Benediktsson
2014 J jnl
Bayesian Active Remote Sensing Image Classification.
IEEE Trans. Geosci. Remote. Sens.
Pablo Ruiz, Javier Mateos, Gustavo Camps-Valls, Rafael Molina, Aggelos K. Katsaggelos
2014 — conf
Dimensionality reduction via regression on hyperspectral infrared sounding data.
WHISPERS
Valero Laparra, Jesus Malo, Gustavo Camps-Valls
2014 J jnl
Explicit Recursive and Adaptive Filtering in Reproducing Kernel Hilbert Spaces.
IEEE Trans. Neural Networks Learn. Syst.
Devis Tuia, Jordi Muñoz-Marí, José Luis Rojo-Álvarez, Manel Martínez-Ramón, Gustavo Camps-Valls
2014 B conf
Lossless coding of hyperspectral images with principal polynomial analysis.
ICIP
Naoufal Amrani, Valero Laparra, Gustavo Camps-Valls, Joan Serra-Sagristà, Jesús Malo
2014 J jnl
Prediction of Daily Global Solar Irradiation Using Temporal Gaussian Processes.
IEEE Geosci. Remote. Sens. Lett.
Sancho Salcedo-Sanz, Carlos Casanova-Mateo, Jordi Muñoz-Marí, Gustavo Camps-Valls
2014 — conf
Prelaunch assessment of worldview-3 information content.
WHISPERS
Nathan Longbotham, Fabio Pacifici, Bill Baugh, Gustavo Camps-Valls
2014 J jnl
Retrieval of Biophysical Parameters With Heteroscedastic Gaussian Processes.
IEEE Geosci. Remote. Sens. Lett.
Miguel Lázaro-Gredilla, Michalis K. Titsias, Jochem Verrelst, Gustavo Camps-Valls
2014 J jnl
Semisupervised Kernel Feature Extraction for Remote Sensing Image Analysis.
IEEE Trans. Geosci. Remote. Sens.
Emma Izquierdo-Verdiguier, Luis Gómez-Chova, Lorenzo Bruzzone, Gustavo Camps-Valls
2014 J jnl
Semisupervised Manifold Alignment of Multimodal Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens.
Devis Tuia, Michele Volpi, Maxime Trolliet, Gustavo Camps-Valls
2014 C conf
Spectral adaptation of hyperspectral flight lines using VHR contextual information.
IGARSS
Jan-Pieter Jacobs, Guy Thoonen, Devis Tuia, Gustavo Camps-Valls, Pieter Kempeneers, Paul Scheunders
2014 J jnl
Support vector machines in engineering: an overview.
WIREs Data Mining Knowl. Discov.
Sancho Salcedo-Sanz, José Luis Rojo-Álvarez, Manel Martínez-Ramón, Gustavo Camps-Valls
2014 J jnl
Toward a Semiautomatic Machine Learning Retrieval of Biophysical Parameters.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Juan Pablo Rivera Caicedo, Jochem Verrelst, Jordi Muñoz-Marí, José F. Moreno, Gustavo Camps-Valls
2014 — conf
Unsupervised deep feature extraction of hyperspectral images.
WHISPERS
Adriana Romero, Carlo Gatta, Gustavo Camps-Valls
2013 — conf
A kernel regression approach to cloud and shadow detection in multitemporal images.
MultiTemp
Julia Amorós-López, Emma Izquierdo-Verdiguier, Luis Gómez-Chova, Jordi Muñoz-Marí, Gustavo Camps-Valls
2013 J jnl
Advances in Hyperspectral Image Classification: Earth monitoring with statistical learning methods.
CoRR
Gustavo Camps-Valls, Devis Tuia, Lorenzo Bruzzone, Jón Atli Benediktsson
2013 C conf
Advances in synergy of AATSR-MERIS sensors for cloud detection.
IGARSS
Luis Gómez-Chova, Jordi Muñoz-Marí, Julia Amorós-López, Emma Izquierdo-Verdiguier, Gustavo Camps-Valls
2013 C conf
Domain adaptation with Hidden Markov Random Fields.
IGARSS
Jan-Pieter Jacobs, Guy Thoonen, Devis Tuia, Gustavo Camps-Valls, Birgen Haest, Paul Scheunders
2013 J jnl
Encoding Invariances in Remote Sensing Image Classification With SVM.
IEEE Geosci. Remote. Sens. Lett.
Emma Izquierdo-Verdiguier, Valero Laparra, Luis Gómez-Chova, Gustavo Camps-Valls
2013 C conf
Estimation of vegetation chlorophyll content with Variational Heteroscedastic Gaussian Processes.
IGARSS
Miguel Lázaro-Gredilla, Michalis K. Titsias, Jochem Verrelst, Gustavo Camps-Valls
2013 J jnl
Gaussian Process Retrieval of Chlorophyll Content From Imaging Spectroscopy Data.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Jochem Verrelst, Luis Alonso, Juan Pablo Rivera Caicedo, José F. Moreno, Gustavo Camps-Valls
2013 — ch.
Interactive Pansharpening and Active Classification in Remote Sensing.
Multimodal Interaction in Image and Video Applications
Pablo Ruiz, Javier Mateos, Gustavo Camps-Valls, Rafael Molina, Aggelos K. Katsaggelos
2013 J jnl
Kernel Multivariate Analysis Framework for Supervised Subspace Learning: A Tutorial on Linear and Kernel Multivariate Methods.
CoRR
Jerónimo Arenas-García, Kaare Brandt Petersen, Gustavo Camps-Valls, Lars Kai Hansen
2013 J jnl
Kernel Multivariate Analysis Framework for Supervised Subspace Learning: A Tutorial on Linear and Kernel Multivariate Methods.
IEEE Signal Process. Mag.
Jerónimo Arenas-García, Kaare Brandt Petersen, Gustavo Camps-Valls, Lars Kai Hansen
2013 C conf
Kernel Structural SIMIlarity on hyperspectral images.
IGARSS
Vicent Talens, Valero Laparra, Jesus Malo, Gustavo Camps-Valls
2013 C conf
Kernel change discriminant analysis for multitemporal cloud masking.
IGARSS
Luis Gómez-Chova, Emma Izquierdo-Verdiguier, Julia Amorós-López, Jordi Muñoz-Marí, Gustavo Camps-Valls
2013 C conf
Multi-sensor change detection based on nonlinear canonical correlations.
IGARSS
Michele Volpi, Frank de Morsier, Gustavo Camps-Valls, Mikhail F. Kanevski, Devis Tuia
2013 — conf
Multiset Kernel CCA for multitemporal image classification.
MultiTemp
Jordi Muñoz-Marí, Luis Gómez-Chova, Julia Amorós-López, Emma Izquierdo-Verdiguier, Gustavo Camps-Valls
2013 J jnl
Multitask Remote Sensing Data Classification.
IEEE Trans. Geosci. Remote. Sens.
José M. Leiva-Murillo, Luis Gómez-Chova, Gustavo Camps-Valls
2013 J jnl
Multitemporal fusion of Landsat/TM and ENVISAT/MERIS for crop monitoring.
Int. J. Appl. Earth Obs. Geoinformation
Julia Amorós-López, Luis Gómez-Chova, Luis Alonso, Luis Guanter, Raúl Zurita-Milla, José F. Moreno, Gustavo Camps-Valls
2013 J jnl
On the Suitable Domain for SVM Training in Image Coding.
CoRR
Gustavo Camps-Valls, Jaime Gutierrez, Gabriel Gómez-Pérez, Jesús Malo
2012 C conf
Discovering single classes in remote sensing images with active learning.
IGARSS
Mirco Furlani, Devis Tuia, Jordi Muñoz-Marí, Francesca Bovolo, Gustavo Camps-Valls, Lorenzo Bruzzone
2012 J jnl
Feature selection using support vector machines and bootstrap methods for ventricular fibrillation detection.
Expert Syst. Appl.
Felipe Alonso Atienza, José Luis Rojo-Álvarez, Alfredo Rosado Muñoz, Juan J. Vinagre, Arcadi García-Alberola, Gustavo Camps-Valls
2012 C conf
Including invariances in SVM remote sensing image classification.
IGARSS
Emma Izquierdo-Verdiguier, Valero Laparra, Luis Gómez-Chova, Gustavo Camps-Valls
2012 J jnl
Large Margin Filtering.
IEEE Trans. Signal Process.
Rémi Flamary, Devis Tuia, Benjamin Labbé, Gustavo Camps-Valls, Alain Rakotomamonjy
2012 — conf
Learning with the kernel signal to noise ratio.
MLSP
Luis Gómez-Chova, Gustavo Camps-Valls
2012 J jnl
Nonlinear Statistical Retrieval of Atmospheric Profiles From MetOp-IASI and MTG-IRS Infrared Sounding Data.
IEEE Trans. Geosci. Remote. Sens.
Gustavo Camps-Valls, Jordi Muñoz-Marí, Luis Gómez-Chova, Luis Guanter, Xavier Calbet
2012 — conf
Nonlinear data description with Principal Polynomial Analysis.
MLSP
Valero Laparra, Devis Tuia, Sandra Jiménez, Gustavo Camps-Valls, Jesus Malo
2012 J jnl
Nonlinearities and Adaptation of Color Vision from Sequential Principal Curves Analysis.
Neural Comput.
Valero Laparra, Sandra Jiménez, Gustavo Camps-Valls, Jesús Malo
2012 — conf
Preface.
MLSP
Ignacio Santamaría, Jerónimo Arenas-García, Gustavo Camps-Valls, Deniz Erdogmus, Fernando Pérez-Cruz
2012 J jnl
Remote sensing image segmentation by active queries.
Pattern Recognit.
Devis Tuia, Jordi Muñoz-Marí, Gustavo Camps-Valls
2012 J jnl
Retrieval of Vegetation Biophysical Parameters Using Gaussian Process Techniques.
IEEE Trans. Geosci. Remote. Sens.
Jochem Verrelst, Luis Alonso, Gustavo Camps-Valls, Jesús Delegido, José F. Moreno
2012 J jnl
Semisupervised Classification of Remote Sensing Images With Active Queries.
IEEE Trans. Geosci. Remote. Sens.
Jordi Muñoz-Marí, Devis Tuia, Gustavo Camps-Valls
2012 — conf
Semisupervised kernel orthonormalized partial least squares.
MLSP
Emma Izquierdo-Verdiguier, Jerónimo Arenas-García, Sergio Muñoz-Romero, Luis Gómez-Chova, Gustavo Camps-Valls
2012 C conf
Semisupervised nonlinear feature extraction for image classification.
IGARSS
Emma Izquierdo-Verdiguier, Luis Gómez-Chova, Lorenzo Bruzzone, Gustavo Camps-Valls
2012 J jnl
Unsupervised Change Detection With Kernels.
IEEE Geosci. Remote. Sens. Lett.
Michele Volpi, Devis Tuia, Gustavo Camps-Valls, Mikhail F. Kanevski
2011 Misc conf
Explicit recursivity into reproducing kernel Hilbert spaces.
ICASSP
Devis Tuia, Gustavo Camps-Valls, Manel Martínez-Ramón
2011 C conf
Explicit signal to noise ratio in reproducing kernel Hilbert spaces.
IGARSS
Luis Gómez-Chova, Allan Aasbjerg Nielsen, Gustavo Camps-Valls
2011 J jnl
Gridding Artifacts on Medium-Resolution Satellite Image Time Series: MERIS Case Study.
IEEE Trans. Geosci. Remote. Sens.
Luis Gómez-Chova, Raúl Zurita-Milla, Luis Alonso, Julia Amorós-López, Luis Guanter, Gustavo Camps-Valls
2011 J jnl
Introduction to the Issue on Advances in Remote Sensing Image Processing.
IEEE J. Sel. Top. Signal Process.
Gustavo Camps-Valls, Jón Atli Benediktsson, Lorenzo Bruzzone, Jocelyn Chanussot
2011 J jnl
Iterative Gaussianization: From ICA to Random Rotations.
IEEE Trans. Neural Networks
Valero Laparra, Gustavo Camps-Valls, Jesus Malo
2011 C conf
Kernel entropy component analysis in remote sensing data clustering.
IGARSS
Luis Gómez-Chova, Robert Jenssen, Gustavo Camps-Valls
2011 C conf
Kernel image similarity criterion.
IGARSS
Vicent Talens, José F. Moreno, Gustavo Camps-Valls
2011 C conf
Kernel-based retrieval of atmospheric profiles from IASI data.
IGARSS
Gustavo Camps-Valls, Valero Laparra, Jordi Muñoz-Marí, Luis Gómez-Chova, Xavier Calbet
2011 C conf
Large scale semi-supervised image segmentation with active queries.
IGARSS
Devis Tuia, Jordi Muñoz-Marí, Gustavo Camps-Valls
2011 J jnl
Multioutput Support Vector Regression for Remote Sensing Biophysical Parameter Estimation.
IEEE Geosci. Remote. Sens. Lett.
Devis Tuia, Jochem Verrelst, Luis Alonso-Chorda, Fernando Pérez-Cruz, Gustavo Camps-Valls
2011 J jnl
Multitemporal Unmixing of Medium-Spatial-Resolution Satellite Images: A Case Study Using MERIS Images for Land-Cover Mapping.
IEEE Trans. Geosci. Remote. Sens.
Raúl Zurita-Milla, Luis Gómez-Chova, Luis Guanter, Jan G. P. W. Clevers, Gustavo Camps-Valls
2011 J jnl
On the Impact of Lossy Compression on Hyperspectral Image Classification and Unmixing.
IEEE Geosci. Remote. Sens. Lett.
Fernando García-Vílchez, Jordi Muñoz-Marí, Maciel Zortea, Ian Blanes, Vicente González Ruiz, Gustavo Camps-Valls, Antonio Plaza, Joan Serra-Sagristà
2011 C conf
Principal polynomial analysis for remote sensing data processing.
IGARSS
Valero Laparra, Devis Tuia, Sandra Jiménez, Gustavo Camps-Valls, Jesus Malo
2011 J jnl
Regularized Multiresolution Spatial Unmixing for ENVISAT/MERIS and Landsat/TM Image Fusion.
IEEE Geosci. Remote. Sens. Lett.
Julia Amorós-López, Luis Gómez-Chova, Luis Alonso-Chorda, Luis Guanter, José F. Moreno, Gustavo Camps-Valls
2011 — book
Remote Sensing Image Processing
Gustavo Camps-Valls, Devis Tuia, Luis Gómez-Chova, Sandra Jiménez, Jesús Malo
2011 J jnl
Structured Output SVM for Remote Sensing Image Classification.
J. Signal Process. Syst.
Devis Tuia, Jordi Muñoz-Marí, Mikhail F. Kanevski, Gustavo Camps-Valls
2011 C conf
Unsupervised change detection in the feature space using kernels.
IGARSS
Michele Volpi, Devis Tuia, Gustavo Camps-Valls, Mikhail F. Kanevski
2011 J jnl
Urban Image Classification With Semisupervised Multiscale Cluster Kernels.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Devis Tuia, Gustavo Camps-Valls
2010 J jnl
A support vector domain method for change detection in multitemporal images.
Pattern Recognit. Lett.
Francesca Bovolo, Gustavo Camps-Valls, Lorenzo Bruzzone
2010 C conf
Cluster-based active learning for compact image classification.
IGARSS
Devis Tuia, Mikhail F. Kanevski, Jordi Muñoz-Marí, Gustavo Camps-Valls
2010 C conf
Estimating biophysical variable dependences with kernels.
IGARSS
Gustavo Camps-Valls, Devis Tuia, Valero Laparra, Jesús Malo
2010 J jnl
Image Denoising with Kernels Based on Natural Image Relations.
J. Mach. Learn. Res.
Valero Laparra, Jaime Gutierrez, Gustavo Camps-Valls, Jesús Malo
2010 J jnl
Learning Relevant Image Features With Multiple-Kernel Classification.
IEEE Trans. Geosci. Remote. Sens.
Devis Tuia, Gustavo Camps-Valls, Giona Matasci, Mikhail F. Kanevski
2010 J jnl
Mean Map Kernel Methods for Semisupervised Cloud Classification.
IEEE Trans. Geosci. Remote. Sens.
Luis Gómez-Chova, Gustavo Camps-Valls, Lorenzo Bruzzone, Javier Calpe-Maravilla
2010 C conf
Multi-resolution spatial unmixing for MERIS and Landsat image fusion.
IGARSS
Julia Amorós-López, Luis Gómez-Chova, Luis Guanter, Luis Alonso, José F. Moreno, Gustavo Camps-Valls
2010 J jnl
Multisource Composite Kernels for Urban-Image Classification.
IEEE Geosci. Remote. Sens. Lett.
Devis Tuia, Frédéric Ratle, Alexei Pozdnoukhov, Gustavo Camps-Valls
2010 J jnl
Remote Sensing Feature Selection by Kernel Dependence Measures.
IEEE Geosci. Remote. Sens. Lett.
Gustavo Camps-Valls, Joris M. Mooij, Bernhard Schölkopf
2010 J jnl
Semisupervised Neural Networks for Efficient Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens.
Frédéric Ratle, Gustavo Camps-Valls, Jason Weston
2010 J jnl
Semisupervised One-Class Support Vector Machines for Classification of Remote Sensing Data.
IEEE Trans. Geosci. Remote. Sens.
Jordi Muñoz-Marí, Francesca Bovolo, Luis Gómez-Chova, Lorenzo Bruzzone, Gustavo Camps-Valls
2010 J jnl
Spatio-Spectral Remote Sensing Image Classification With Graph Kernels.
IEEE Geosci. Remote. Sens. Lett.
Gustavo Camps-Valls, Nino Shervashidze, Karsten M. Borgwardt
2009 J jnl
A Composite Semisupervised SVM for Classification of Hyperspectral Images.
IEEE Geosci. Remote. Sens. Lett.
Mattia Marconcini, Gustavo Camps-Valls, Lorenzo Bruzzone
2009 — ch.
An Introduction to Kernel Methods.
Encyclopedia of Data Warehousing and Mining
Gustavo Camps-Valls, Manel Martínez-Ramón, José Luis Rojo-Álvarez
2009 — ch.
Applications of Kernel Methods.
Encyclopedia of Data Warehousing and Mining
Gustavo Camps-Valls, Manel Martínez-Ramón, José Luis Rojo-Álvarez
2009 — ch.
Bioinformatics and Computational Biology.
Encyclopedia of Data Warehousing and Mining
Gustavo Camps-Valls, Alistair Morgan Chalk
2009 J jnl
Biophysical Parameter Estimation With a Semisupervised Support Vector Machine.
IEEE Geosci. Remote. Sens. Lett.
Gustavo Camps-Valls, Jordi Muñoz-Marí, Luis Gómez-Chova, Katja Richter, Javier Calpe-Maravilla
2009 — conf
Biophysical Parameter Estimation with Adaptive Gaussian Processes.
IGARSS (4)
Gustavo Camps-Valls, Luis Gómez-Chova, Jordi Muñoz-Marí, Joan Vila-Francés, Julia Amorós-López, Javier Calpe-Maravilla
2009 J jnl
Classification of Hyperspectral Images With Regularized Linear Discriminant Analysis.
IEEE Trans. Geosci. Remote. Sens.
Tatyana V. Bandos, Lorenzo Bruzzone, Gustavo Camps-Valls
2009 — conf
Cloud Screening with Combined MERIS and AATSR Images.
IGARSS (4)
Luis Gómez-Chova, Jordi Muñoz-Marí, Emma Izquierdo-Verdiguier, Gustavo Camps-Valls, Javier Calpe-Maravilla, José F. Moreno
2009 — ch.
Hybrid Genetic Algorithms in Data Mining Applications.
Encyclopedia of Data Warehousing and Mining
Sancho Salcedo-Sanz, Gustavo Camps-Valls, Carlos Bousoño-Calzón
2009 J jnl
Learning non-linear time-scales with kernel gamma-filters.
Neurocomputing
Gustavo Camps-Valls, Jordi Muñoz-Marí, Manel Martínez-Ramón, Jesús Requena-Carrión, José Luis Rojo-Álvarez
2009 — conf
Learning the Relevant Image Features with Multiple Kernels.
IGARSS (2)
Devis Tuia, Giona Matasci, Gustavo Camps-Valls, Mikhail F. Kanevski
2009 B conf
PCA Gaussianization for image processing.
ICIP
Valero Laparra, Gustavo Camps-Valls, Jesús Malo
2009 — ch.
Parallel Implementations of SVM for Earth Observation.
Parallel Programming, Models and Applications in Grid and P2P Systems
Jordi Muñoz-Marí, Antonio J. Plaza, J. Anthony Gualtieri, Gustavo Camps-Valls
2009 B conf
Recent advances in remote sensing image processing.
ICIP
Devis Tuia, Gustavo Camps-Valls
2009 C conf
Semi-supervised Kernel Target Detection in Hyperspectral Images.
ISDA
Luca Capobianco, Andrea Garzelli, Gustavo Camps-Valls
2009 J jnl
Semisupervised Remote Sensing Image Classification With Cluster Kernels.
IEEE Geosci. Remote. Sens. Lett.
Devis Tuia, Gustavo Camps-Valls
2009 J jnl
Target Detection With Semisupervised Kernel Orthogonal Subspace Projection.
IEEE Trans. Geosci. Remote. Sens.
Luca Capobianco, Andrea Garzelli, Gustavo Camps-Valls
2008 — ch.
Classification of Satellite Images with Regularized AdaBoosting of RBF Neural Networks.
Speech, Audio, Image and Biomedical Signal Processing using Neural Networks
Gustavo Camps-Valls, Antonio Rodrigo-González
2008 J jnl
Efficient Kernel Orthonormalized PLS for Remote Sensing Applications.
IEEE Trans. Geosci. Remote. Sens.
Jerónimo Arenas-García, Gustavo Camps-Valls
2008 J jnl
Kernel-Based Framework for Multitemporal and Multisource Remote Sensing Data Classification and Change Detection.
IEEE Trans. Geosci. Remote. Sens.
Gustavo Camps-Valls, Luis Gómez-Chova, Jordi Muñoz-Marí, José Luis Rojo-Álvarez, Manel Martínez-Ramón
2008 J jnl
On the Suitable Domain for SVM Training in Image Coding.
J. Mach. Learn. Res.
Gustavo Camps-Valls, Jaime Gutierrez, Gabriel Gómez-Pérez, Jesus Malo
2008 B conf
Recovering wavelet relations using SVM for image denoising.
ICIP
Valero Laparra, Jaime Gutierrez, Gustavo Camps-Valls, Jesus Malo
2008 — conf
Segmentation of Hyperspectral Images for the Detection of Rotten Mandarins.
ICIAR
Juan Gómez-Sanchís, Gustavo Camps-Valls, Enrique Moltó, Luis Gómez-Chova, Nuria Aleixos, José Blasco
2008 — conf
Semi-Supervised Kernel Orthogonal Subspace Projection.
IGARSS (4)
Luca Capobianco, Andrea Garzelli, Gustavo Camps-Valls
2008 — conf
Semi-Supervised Remote Sensing Image Classification based on Clustering and the Mean Map Kernel.
IGARSS (4)
Luis Gómez-Chova, Lorenzo Bruzzone, Gustavo Camps-Valls, Javier Calpe-Maravilla
2008 — conf
Semi-Supervised Support Vector Biophysical Parameter Estimation.
IGARSS (3)
Gustavo Camps-Valls, Jordi Muñoz-Marí, Luis Gómez-Chova, Javier Calpe-Maravilla
2008 J jnl
Semisupervised Image Classification With Laplacian Support Vector Machines.
IEEE Geosci. Remote. Sens. Lett.
Luis Gómez-Chova, Gustavo Camps-Valls, Jordi Muñoz-Marí, Javier Calpe
2008 J jnl
Sparse Deconvolution Using Support Vector Machines.
EURASIP J. Adv. Signal Process.
José Luis Rojo-Álvarez, Manel Martínez-Ramón, Jordi Muñoz-Marí, Gustavo Camps-Valls, Carlos M. Cruz, Aníbal R. Figueiras-Vidal
2007 J jnl
A Support Vector Domain Description Approach to Supervised Classification of Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens.
Jordi Muñoz-Marí, Lorenzo Bruzzone, Gustavo Camps-Valls
2007 J jnl
Cloud-Screening Algorithm for ENVISAT/MERIS Multispectral Images.
IEEE Trans. Geosci. Remote. Sens.
Luis Gómez-Chova, Gustavo Camps-Valls, Javier Calpe-Maravilla, Luis Guanter, José F. Moreno
2007 C conf
Combination of one-class remote sensing image classifiers.
IGARSS
Jordi Muñoz-Marí, Gustavo Camps-Valls, Luis Gómez-Chova, Javier Calpe-Maravilla
2007 C conf
Feature extraction from remote sensing data using Kernel Orthonormalized PLS.
IGARSS
Jerónimo Arenas-García, Gustavo Camps-Valls
2007 C conf
Hyperspectral image classification with mahalanobis relevance vector machines.
IGARSS
Gustavo Camps-Valls, Antonio Rodrigo-González, Jordi Muñoz-Marí, Luis Gómez-Chova, Javier Calpe-Maravilla
2007 J jnl
Nonlinear System Identification With Composite Relevance Vector Machines.
IEEE Signal Process. Lett.
Gustavo Camps-Valls, Manel Martínez-Ramón, José Luis Rojo-Álvarez, Jordi Muñoz-Marí
2007 J jnl
Nonuniform Interpolation of Noisy Signals Using Support Vector Machines.
IEEE Trans. Signal Process.
José Luis Rojo-Álvarez, Carlos Figuera-Pozuelo, C. E. Martinez-Cruz, Gustavo Camps-Valls, Felipe Alonso Atienza, Manel Martínez-Ramón
2007 J jnl
Semi-Supervised Graph-Based Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens.
Gustavo Camps-Valls, Tatyana V. Bandos Marsheva, Dengyong Zhou
2007 C conf
Semi-supervised cloud screening with Laplacian SVM.
IGARSS
Luis Gómez-Chova, Gustavo Camps-Valls, Jordi Muñoz-Marí, Javier Calpe-Maravilla
2007 J jnl
Statistical criteria for early-stopping of support vector machines.
Neurocomputing
Tatyana V. Bandos, Gustavo Camps-Valls, Emilio Soria-Olivas
2007 J jnl
Therapeutic Drug Monitoring of Kidney Transplant Recipients Using Profiled Support Vector Machines.
IEEE Trans. Syst. Man Cybern. Part C
Gustavo Camps-Valls, Emilio Soria-Olivas, Juan José Pérez-Ruixo, Fernando Pérez-Cruz, Antonio Artés-Rodríguez, N. Víctor Jiménez
2006 C conf
Advanced Processing of Hyperspectral Images.
IGARSS
Antonio J. Plaza, Jón Atli Benediktsson, Joseph W. Boardman, Jason Brazile, Lorenzo Bruzzone, Gustavo Camps-Valls, Jocelyn Chanussot, Mathieu Fauvel, Paolo Gamba, J. Anthony Gualtieri, James C. Tilton, Giovanna Trianni
2006 B conf
Bootstrap feature selection in support vector machines for ventricular fibrillation detection.
ESANN
Felipe Alonso Atienza, José Luis Rojo-Álvarez, Gustavo Camps-Valls, Alfredo Rosado Muñoz, Arcadi García-Alberola
2006 J jnl
Composite kernels for hyperspectral image classification.
IEEE Geosci. Remote. Sens. Lett.
Gustavo Camps-Valls, Luis Gómez-Chova, Jordi Muñoz-Marí, Joan Vila-Francés, Javier Calpe-Maravilla
2006 J jnl
Efficient pruning of multilayer perceptrons using a fuzzy sigmoid activation function.
Neurocomputing
Emilio Soria-Olivas, José David Martín-Guerrero, Antonio J. Serrano-López, Javier Calpe-Maravilla, Joan Vila-Francés, Gustavo Camps-Valls
2006 J jnl
Enhancing decision-based neural networks through local competition.
Neurocomputing
Gustavo Camps-Valls, Luis Gómez-Chova, Joan Vila-Francés, José David Martín-Guerrero, Antonio J. Serrano-López, Emilio Soria-Olivas
2006 J jnl
Non-linear RLS-based algorithm for pattern classification.
Signal Process.
Emilio Soria-Olivas, Gustavo Camps-Valls, José David Martín-Guerrero, Javier Calpe-Maravilla, Joan Vila-Francés, Antonio J. Serrano-López
2006 J jnl
Robust support vector regression for biophysical variable estimation from remotely sensed images.
IEEE Geosci. Remote. Sens. Lett.
Gustavo Camps-Valls, Lorenzo Bruzzone, José Luis Rojo-Álvarez, Farid Melgani
2006 J jnl
Support Vector Machines for Nonlinear Kernel ARMA System Identification.
IEEE Trans. Neural Networks
Manel Martínez-Ramón, José Luis Rojo-Álvarez, Gustavo Camps-Valls, Jordi Muñoz-Marí, Ángel Navia-Vázquez, Emilio Soria-Olivas, Aníbal R. Figueiras-Vidal
2006 J jnl
Urban monitoring using multi-temporal SAR and multi-spectral data.
Pattern Recognit. Lett.
Luis Gómez-Chova, Diego Fernández-Prieto, Javier Calpe-Maravilla, Emilio Soria-Olivas, Joan Vila-Francés, Gustavo Camps-Valls
2005 J jnl
Kernel-based methods for hyperspectral image classification.
IEEE Trans. Geosci. Remote. Sens.
Gustavo Camps-Valls, Lorenzo Bruzzone
2005 J jnl
Perceptual adaptive insensitivity for support vector machine image coding.
IEEE Trans. Neural Networks
Gabriel Gómez-Pérez, Gustavo Camps-Valls, Jaime Gutierrez, Jesús Malo
2005 J jnl
Support vector machines framework for linear signal processing.
Signal Process.
José Luis Rojo-Álvarez, Gustavo Camps-Valls, Manel Martínez-Ramón, Emilio Soria-Olivas, Ángel Navia-Vázquez, Aníbal R. Figueiras-Vidal
2004 J jnl
A novel approach to introducing adaptive filters based on the LMS algorithm and its variants.
IEEE Trans. Educ.
Emilio Soria-Olivas, Javier Calpe-Maravilla, Jonathon A. Chambers, Marcelino Martínez-Sober, Gustavo Camps-Valls, José David Martín-Guerrero
2004 J jnl
Enhancing genetic feature selection through restricted search and Walsh analysis.
IEEE Trans. Syst. Man Cybern. Part C
Sancho Salcedo-Sanz, Gustavo Camps-Valls, Fernando Pérez-Cruz, José Sepúlveda-Sanchis, Carlos Bousoño-Calzón
2004 J jnl
Foetal ECG recovery using dynamic neural networks.
Artif. Intell. Medicine
Gustavo Camps-Valls, Marcelino Martínez-Sober, Emilio Soria-Olivas, José Rafael Magdalena Benedicto, Javier Calpe-Maravilla, Juan Guerrero-Martínez
2004 J jnl
Fuzzy sigmoid kernel for support vector classifiers.
Neurocomputing
Gustavo Camps-Valls, José David Martín-Guerrero, José Luis Rojo-Álvarez, Emilio Soria-Olivas
2004 — conf
Machine Learning Methods for One-Session Ahead Prediction of Accesses to Page Categories.
AH
José David Martín-Guerrero, Emili Balaguer-Ballester, Gustavo Camps-Valls, Alberto Palomares, Antonio J. Serrano-López, Juan Gómez-Sanchís, Emilio Soria-Olivas
2004 J jnl
Profiled support vector machines for antisense oligonucleotide efficacy prediction.
BMC Bioinform.
Gustavo Camps-Valls, Alistair M. Chalk, Antonio J. Serrano-López, José David Martín-Guerrero, Erik L. L. Sonnhammer
2004 — conf
Regularized RBF Networks for Hyperspectral Data Classification.
ICIAR (2)
Gustavo Camps-Valls, Antonio J. Serrano-López, Luis Gómez-Chova, José David Martín-Guerrero, Javier Calpe-Maravilla, José F. Moreno
2004 J jnl
Robust
Neurocomputing
Gustavo Camps-Valls, Manel Martínez-Ramón, José Luis Rojo-Álvarez, Emilio Soria-Olivas
2004 J jnl
Robust support vector method for hyperspectral data classification and knowledge discovery.
IEEE Trans. Geosci. Remote. Sens.
Gustavo Camps-Valls, Luis Gómez-Chova, Javier Calpe-Maravilla, José David Martín-Guerrero, Emilio Soria-Olivas, Luis Alonso-Chorda, José F. Moreno
2003 J jnl
A low-complexity fuzzy activation function for artificial neural networks.
IEEE Trans. Neural Networks
Emilio Soria-Olivas, José David Martín-Guerrero, Gustavo Camps-Valls, Antonio J. Serrano-López, Javier Calpe-Maravilla, Luis Gómez-Chova
2003 — conf
CART-based feature selection of hyperspectral images for crop cover classification.
ICIP (3)
Luis Gómez-Chova, Javier Calpe-Maravilla, Emilio Soria-Olivas, Gustavo Camps-Valls, José David Martín-Guerrero, José F. Moreno
2003 J jnl
Dosage individualization of erythropoietin using a profile-dependent support vector regression.
IEEE Trans. Biomed. Eng.
José David Martín-Guerrero, Gustavo Camps-Valls, Emilio Soria-Olivas, Antonio J. Serrano-López, Juan José Pérez-Ruixo, N. Víctor Jiménez-Torres
2003 J jnl
Prediction of cyclosporine dosage in patients after kidney transplantation using neural networks.
IEEE Trans. Biomed. Eng.
Gustavo Camps-Valls, Begoña Porta-Oltra, Emilio Soria-Olivas, José David Martín-Guerrero, Antonio J. Serrano-López, Juan José Pérez-Ruixo, N. Víctor Jiménez-Torres
2003 Misc conf
Support Vector Machines for Crop Classification Using Hyperspectral Data.
IbPRIA
Gustavo Camps-Valls, Luis Gómez-Chova, Javier Calpe-Maravilla, Emilio Soria-Olivas, José David Martín-Guerrero, José F. Moreno
2003 J jnl
Use of neural networks for dosage individualisation of erythropoietin in patients with secondary anemia to chronic renal failure.
Comput. Biol. Medicine
José David Martín-Guerrero, Emilio Soria-Olivas, Gustavo Camps-Valls, Antonio J. Serrano-López, Juan José Pérez-Ruixo, N. Víctor Jiménez-Torres
2002 C conf
Multi-dimensional Function Approximation and Regression Estimation.
ICANN
Fernando Pérez-Cruz, Gustavo Camps-Valls, Emilio Soria-Olivas, Juan José Pérez-Ruixo, Aníbal R. Figueiras-Vidal, Antonio Artés-Rodríguez
2001 C conf
Neural Networks Ensemble for Cyclosporine Concentration Monitoring.
ICANN
Gustavo Camps-Valls, Emilio Soria-Olivas, José David Martín-Guerrero, Antonio J. Serrano-López, Juan José Pérez-Ruixo, N. Víctor Jiménez
2001 — conf
Some Examples for Solving Clinical Problems Using Neural Networks.
IWANN (2)
Antonio J. Serrano-López, Emilio Soria-Olivas, Gustavo Camps-Valls, José David Martín-Guerrero, N. Víctor Jiménez