| JOURNAL PUBLICATIONS "This material is presented to ensure timely dissemination of scholarly and technical work. Copyright and all rights therein are retained by authors or by other copyright holders. All persons copying this information are expected to adhere to the terms and constraints invoked by each author's copyright. In most cases, these works may not be reposted without the explicit permission of the copyright holder." |
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| 2010 | |
| " A Support Vector Domain
Method for Change Detection in Multitemporal Images" F. Bovolo, G. Camps-Valls, L. Bruzzone, 2009 Pattern Recognition Letters, 2009, accepted for publication. |
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| "Semi-supervised Neural Networks for
Efficient Hyperspectral Image Classification" F. Ratle, G. Camps-Valls, and J. Weston IEEE Transactions on Geoscience and Remote Sensing, 2009, accepted for publication. |
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| "Mean Map Kernels for Semi-supervised Cloud
Classification" Luis Gómez-Chova, Gustavo Camps-Valls, Lorenzo Bruzzone and Javier Calpe-Maravilla IEEE Transactions on Geoscience and Remote Sensing, 2009, accepted for publication. |
|
| "Denoising with Kernels that Include
Natural
Image Relations" V. Laparra, J. Gutiérrez, G. Camps-Valls, and J. Malo, 2008. (submitted) |
|
| "Image Classification with Semi-Supervised
One-Class Support Vector Machine" Jordi Muñoz-Marí, Francesca Bovolo, Luis Gómez-Chova, Lorenzo Bruzzone, and Gustavo Camps-Valls, 2009. (submitted) |
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| "Learning relevant image features with
multiple kernel classification" D. Tuia, G. Matasci, G. Camps-Valls, and M. Kanevski, 2009. (submitted) |
|
| "Contextual Kernel Orthogonal Subspace
Projection for Target Detection in Hyperspectral Images" Luca Capobianco and Gustavo Camps-Valls, 2009 (submitted) |
|
| "On the impact of lossy compression on
hyperspectral image classification and unmixing" F. García-Vílchez, J. Muñoz-Marí, M. Zortea, I. Blanes-García, V. González, G. Camps-Valls, A. Plaza, and J. Serra-Sagristà, 2009 (submitted) |
|
| "Remote Sensing Feature Selection by Kernel
Dependence Estimation" G. Camps-Valls, J. Mooij and B. Schölkopf, 2009 (submitted) |
|
| "Urban Image Classification with
Semisupervised Multiscale Cluster Kernels" Devis Tuia and Gustavo Camps-Valls (submitted) |
|
| "Feature selection using support vector
machines and bootstrap methods for ventricular fibrillation detection" F. Alonso-Atienza, J. L. Rojo-Álvarez, A. Rosado-Muñoz, J. J. Vinagre, A. García-Alberola, G. Camps-Valls (submitted) |
|
| "A Color Contrast Definition for
Perceptually based Color Image Coding" J. Gutiérrez, G. Camps-Valls, M.J. Luque, J. Malo (submitted) |
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| 2009 | |
| "Learning non-linear time-scales with
kernel gamma-filters" G. Camps-Valls, J. Muñoz-Marí, M. Martínez-Ramón, J. Requena Carrión, J. L. Rojo-Álvarez, Neurocomputing, 2009. Accepted for publication.  |
|
| "A Composite Semisupervised SVM for
Classification of Hyperspectral Images" M. Marconcini, G. Camps-Valls, L. Bruzzone IEEE Geoscience and Remote Sensing Letters, 2009. Accepted for publication. |
|
| "Semi-supervised Hyperspectral Image
Classification with Cluster Kernels" Devis Tuia and Gustavo Camps-Valls. IEEE Geoscience and Remote Sensing Letters, 2009. Accepted for publication. |
|
| "Biophysical Parameter Estimation with a
Semi-supervised Support Vector Machine" Gustavo Camps-Valls, Jordi Muñoz-Marí, Luis Gómez-Chova, Katja Richter, and Javier Calpe-Maravilla, 2009. IEEE Geoscience and Remote Sensing Letters, 2009. Accepted for publication. |
|
| "Recent advances in techniques for
hyperspectral image processing." A. Plaza, J. A. Benediktsson, J. Boardman, J. Brazile, L. Bruzzone, G. Camps-Valls, J. Chanussot, M. Fauvel, P. Gamba, A. Gualtieri, and J.C. Tilton. Remote Sensing of Environment, 2008, accepted for publication. |
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| "Classification of Hyperspectral Images
with Regularized Linear Discriminant Analysis" Tatyana V. Bandos, Lorenzo Bruzzone and Gustavo Camps-Valls IEEE Transactions on Geoscience and Remote Sensing, 2009. Accepted for publication |
|
| "Multi-source Composite Kernels for Urban
Image Classification" Devis Tuia, Frédéric Ratle, Alexei Pozdnoukhov, and Gustavo Camps-Valls. IEEE Geoscience and Remote Sensing Letters, 2009, accepted for publication. |
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| "Hyperspectral Target detection with a
Semi-supervised Kernel Orthogonal Subspace Projection" Luca Capobianco and Gustavo Camps-Valls IEEE Transactions on Geoscience and Remote Sensing, 2009, accepted for publication. |
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| 2008 | |
| "On the Suitable Domain for SVM Training
in Image
Coding" G. Camps-Valls, J. Gutierrez, G. Gomez and J. Malo Journal of Machine Learning Research, JMLR, 9(1), pp. 49-66, 2008 |
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| "Kernel-based framework for multi-temporal
and
multi-source remote sensing data classification and change detection." G. Camps-Valls, L. Gómez-Chova, J. Muñoz-Marí, M. Martínez-Ramón, and J. L. Rojo-Álvarez. IEEE Transactions on Geoscience and Remote Sensing, 2008, accepted for publication. |
|
| "Efficient Kernel Orthonormalized PLS for
Remote Sensing Applications." J. Arenas-García and G. Camps-Valls. IEEE Transactions on Geoscience and Remote Sensing, 2008, Volume: 46, Issue 10, Part 1. 2872-2881. |
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| "Semisupervised Image Classification with
Laplacian Support Vector Machines." L. Gomez, G. Camps-Valls, J. Muñoz-Marí and J. Calpe-Maravilla IEEE Geoscience and Remote Sensing Letters, Volume 5, Issue 3, July 2008 Page(s):336-340. |
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| "Sparse Deconvolution Using Support Vector
Machines" José Luis Rojo-Álvarez, Manel Martínez-Ramón, C. Martínez, Jordi Muñoz-Marí, Gustavo Camps-Valls and Aníbal R. Figueiras-Vidal Special Issue "Emerging Machine Learning Techniques in Signal Processing" EURASIP JASP 2008. |
|
| "New machine-learning paradigm provides
advantages for remote sensing" Gustavo Camps-Valls. SPIE Newsroom, 2008. |
|
| "Automatic correction of the effects of the
light source on spherical objects" J. Gómez-Sanchis, E. Moltó, G. Camps-Valls, L. Gómez, N. Aleixos, J. Blasco Journal of Food Engineering 85(2): 191-200, 2008 |
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| "Hyperspectral band selection for early
detection of rottenness caused by Penicillium digitatum in mandarins" J. Gómez-Sanchis, L. Gómez-Chova, G. Camps-Valls, N. Aleixos, E. Moltó, J. Blasco Journal of Food Engineering 89(1): 80-86, 2008. |
|
| "Correction of systematic spatial noise in
push-broom hyperspectral sensors: Application to CHRIS/PROBA images" Luis Gomez-Chova, Luis Alonso, Luis Guanter, Gustavo Camps-Valls, Javier Calpe and Jose Moreno, Applied Optics, 47(28) Oct, 2008 |
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| 2007 | |
| "Semi-supervised graph-based hyperspectral
image classification" G. Camps-Valls, T. Bandos, and D. Zhou. IEEE Transactions on Geoscience and Remote Sensing, Volume 45, Issue 10, Oct. 2007, pp. 3044 - 3054. |
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| "Cloud Screening Algorithm for
ENVISAT/MERIS Multispectral Images." Luis Gómez-Chova, Gustavo Camps-Valls, Javier Calpe, Luis Guanter, José Moreno IEEE Transactions on Geoscience and Remote Sensing, 45(12), Part 2, pp. 4105-4118. 2007.
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| "A support vector domain description
approach to supervised classification of remote sensing images." J. Muñoz-Marí, L. Bruzzone, and G. Camps-Valls. IEEE Transactions on Geoscience and Remote Sensing, 45(8), pp. 2683-2692. Aug. 2007.
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|
| "Hyperspectral Detection of Citrus Damage
with Mahalanobis Kernel Classifier." J. Gomez-Sanchis, J. Blasco, G. Camps-Valls. IEE Electronics Letters 43 (20) 1082-1084, 2007. |
|
| "Nonlinear System Identification with
Composite Relevance
Vector Machines" G. Camps-Valls, M. Martínez-Ramón, J. Luis Rojo-Álvarez and J. Muñoz-Marí IEEE Signal Processing Letters, April 2007, Volume: 14(4), pp. 279-282. |
|
| "Nonuniform
Interpolation of Noisy Signals Using Support Vector Machines" J.L. Rojo-Álvarez, C. Figuera, C.E. Martínez-Cruz, G. Camps-Valls, F. Alonso-Atienza, M. Martínez-Ramón, IEEE Transactions on Signal Processing, Volume 55, Issue 8, Aug. 2007 Page(s):4116-4126 |
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| "Kernel Antenna Array Processing" M. Martínez-Ramón, J. L. Rojo-Álvarez, G. Camps-Valls, C. G. Christodoulou IEEE Transactions on Antennas and Propagation. March 2007, Volume: 55(3), Part 1, pp. 642-650 |
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| "Therapeutic drug monitoring of kidney
transplant recipients using profiled support vector machines." G. Camps-Valls, E. Soria-Olivas, J. J. Pérez-Ruixo, F. Pérez-Cruz, A. R. Figueiras-Vidal, and A. Artés-Rodríguez. IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews, May 2007, 37(3), pp. 359-372
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|
| "Statistical Criteria
for Early Stopping of Support Vector Machines" Tatyana V. Bandos, Gustavo Camps-Valls and Emilio Soria-Olivas Neurocomputing, Volume 70, Issues 13-15, August 2007, Pages 2588-2592 TechReport TR-DIE-GPDS-08/23/05. |
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| 2006 | |
| "Retrieval of Oceanic Chlorophyll
Concentration with Relevance Vector Machines" G. Camps-Valls, L. Gomez-Chova, J. Vila-Francés, J. Amorós-López, J. Muñoz-Marí, and J. Calpe-Maravilla. Remote Sensing of Environment. Volume 105, Issue 1, 15 November 2006, Pages 23-33
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|
| "Composite kernels for
hyperspectral image classification" Gustavo Camps-Valls, Luis Gomez-Chova, Jordi Muñoz-Marí, Joan Vila-Francés, and Javier Calpe-Maravilla IEEE Geoscience and Remote Sensing Letters, Jan, 2006. |
|
| "Robust Support
Vector Regression for Biophysical Parameter Estimation from Remotely
Sensed Images" Gustavo Camps-Valls, L. Bruzzone, Jose L. Rojo-Álvarez, Farid Melgani IEEE Geoscience and Remote Sensing Letters, July 2006. Volume: 3, Issue: 3, pp. 339- 343 |
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| "Support
Vector
Machines for Nonlinear Kernel ARMA System Identification" M. Martínez Ramón, J. L. Rojo-Álvarez, G. Camps-Valls, A. Navia-Vázquez, E. Soria-Olivas, and A. Figueiras-Vidal IEEE Transactions on Neural Networks, Nov. 2006. 17(6), pp. 1617-1622 |
|
| "Enhancing
Decision-Based Neural Networks Through Local Competition". G. Camps-Valls, L. Gomez-Chova, J. Vila-Frances, J. D. Martín-Guerrero, A. Serrano-Lopez, E. Soria-Olivas Neurocomputing Letters. 69(7-9):905–908, Mar 2006. Paper:
Extended
Version,
TR-DIE-GPDS-08/23/2005: |
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| "Non-linear
RLS-based Algorithm for Channel Equalization". E. Soria-Olivas, G. Camps-Valls, J. D. Martín-Guerrero, J. Calpe-Maravilla, J. Vila-Frances, A. Serrano-Lopez Signal Processing, 86(5):1104–1108, Mar 2006. |
|
| "Efficient
Pruning of Multilayer Perceptrons Using a Fuzzy Sigmoid Activation
Function". E. Soria-Olivas, J. D. Martín-Guerrero, A. Serrano-Lopez, J. Calpe-Maravilla, and G. Camps-Valls. Neurocomputing Journal, 69(7-9):909–912, Mar 2006. |
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| 2005 | |
| "Kernel-based Methods for
Hyperspectral
Image Classification" G. Camps-Valls and L. Bruzzone. IEEE Transactions on Geoscience and Remote Sensing, Vol 43, Issue 6, pp. 1351- 1362. |
|
| "Support Vector Machines
Framework
for Linear Time Series Processing" J. L. Rojo-Álvarez, G. Camps-Valls, M. Martínez-Ramón, E. Soria-Olivas, A. Navia-Vázquez and A. R. Figueiras-Vidal. Signal Processing. 2005. |
|
| "Perceptual
Adaptive Insensitivity for
Support Vector Machine Image Coding" Gabriel Gómez-Pérez, Gustavo Camps-Valls, Juan Gutiérrez and Jesús Malo IEEE Transactions on Neural Networks, Nov. 2005, Volume: 16(6), pp: 1574- 1581. |
|
| "Unbiased
sensitivity analysis and
pruning techniques in neural networks for surface ozone modelling" Pastor-Bárcenas, O., Soria-Olivas, E., Martín-Guerrero, J.D., Camps-Valls, G., Carrasco-Rodríguez, J.L. and del Valle-Tascón, S. Ecological Modelling, 2005. |
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| 2004 |
|
| "Robust
Support Vector Method for
Hyperspectral
Data Classification and Knowledge Discovery". G. Camps-Valls, L. Gómez-Chova, J. Calpe-Maravilla, J. D. Martín-Guerrero, E. Soria-Olivas, L. Alonso-Chordá, José Moreno. IEEE Transactions on Geoscience and Remote Sensing, July 2004, Vol.42, Issue 7, pp. 1530-1542. |
|
| "Foetal
ECG
recovery using dynamic
neural networks". Gustavo Camps-Valls, Marcelino Martínez-Sober, Emilio Soria-Olivas, Juan Guerrero-Martínez and Javier Calpe-Maravilla. Artificial Intelligence in Medicine. Vol 31(3), pp 197-209. |
|
| "Fuzzy
Sigmoid
Kernel for Support Vector
Classifiers". G. Camps-Valls, J. D. Martín-Guerrero, J.L. Rojo-Álvarez and E. Soria-Olivas. Neurocomputing. Vol 62. pp. 501-506. Dec 2004. |
|
| "Robust gamma-filter Using
Support
Vector Machines" G. Camps-Valls, M. Martínez-Ramón, J.L. Rojo-Álvarez and E. Soria-Olivas. Neurocomputing. Vol 62. pp. 493-499. Dec 2004. More information at http://gpds.uv.es/svmgamma/
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|
| "Profiled
Support
Vector Machines for
Antisense Oligonucleotide Efficacy Prediction". Gustavo Camps-Valls, Alistair Chalk, and Erik L.L Sonnhammer. BMC Bioinformatics. 2004, 5:135. OpenAccess: http://www.biomedcentral.com/1471-2105/5/135 |
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| "Enhancing
Genetic Feature
Selection through Restricted
Search and Walsh Analysis". S. Salcedo, G. Camps-Valls, J. Sepúlveda, F. Pérez, C. Bousoño. IEEE Systems, Man and Cybernetics-Part C: Applications and Reviews. Vol 34, no. 4, 2004. |
|
| "Neural networks as effective techniques in
clinical management of patients: some case studies" J. D. Martin, E. Soria, G. Camps-Valls, A. J. Serrano, J. R. Sepúlveda, and N. V. Jiménez Transactions of the Institute of Measurement and Control, 26(3), 169-183, 2004 |
|
| "A novel approach to introducing adaptive
filters based on the LMS algorithm and its variants" E. Soria, J. Calpe, J. Chambers, M. Martínez, G. Camps-Valls, and J. D Martín-Guerrero IEEE Transactions on Education, 47(1), 127-133, April, 2004. |
|
| 2003 | |
| "Dosage
Individualization of Erythropoietin using a Profile-Dependent Support
Vector
Regression". J. D. Martín-Guerrero, G. Camps-Valls, E. Soria-Olivas, A. J. Serrano-López, J. J. Pérez-Ruixo and N. Víctor Jiménez-Torres. IEEE Transactions on Biomedical Engineering. Vol 50 (10), pp. 1136-1142. 2003. |
|
| "Prediction
of
Cyclosporine Dosage in Patients after Kidney Transplantation Using
Neural
Networks". Gustavo Camps, Begoña Porta, Emilio Soria, José D. Martín, Antonio J. Serrano, Juan J. Pérez and N. Víctor Jiménez. IEEE Transactions on Biomedical Engineering. Vol 50 (4), 442-448. 2003 |
|
| "Use
of
Neural Networks For
Dosage Individualisation Of Erithropoietin In Patients With Secondary
Anemia
To Chronic Renal Failure." José D. Martín, Emilio Soria, Juan J. Pérez, Gustavo Camps, Antonio J. Serrano and N. Víctor Jiménez. Computers in Biology And Medicine. vol. 33(4) pp 361-373. 2003. |
|
| "A low-complexity fuzzy activation function
for artificial neural networks" E. Soria-Olivas, J. D. Martín-Guerrero, G. Camps-Valls, A. J. Serrano-Lopez, J. Calpe-Maravilla, and L. Gomez-Chova, IEEE Transactions on Neural Networks, 14(6), 1576-1579 Nov, 2003. |
|
| 2002 | |
| "Cyclosporine
Concentration Prediction using Clustering and Support Vector Regression". G. Camps-Valls, E. Soria-Olivas, J. J. Pérez-Ruixo, F. Pérez-Cruz, A. R. Figueiras-Vidal, A. Artés-Rodríguez. IEE Electronics Letters, Vol 38, pp. 568-570. 6th, June, 2002. |
|
| "Effective 1-day ahead prediction of hourly
surface ozone concentrations in eastern Spain using linear models and
neural networks" E. Balaguer Ballester, G. Camps i Valls, J. L. Carrasco-Rodriguez, E. Soria-Olivas, and S. de Valle-Tascón, S Ecological Modelling, 156(1), 27-41, 2002 |
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