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| 2012 | ||
|---|---|---|
| 86 | Felipe Alonso Atienza, José Luis Rojo-Álvarez, Alfredo Rosado Muñoz, Juan J. Vinagre, Arcadi García-Alberola, Gustavo Camps-Valls: Feature selection using support vector machines and bootstrap methods for ventricular fibrillation detection. Expert Syst. Appl. 39(2): 1956-1967 (2012) | |
| 85 | Gustavo Camps-Valls, Jordi Muñoz-Marí, Luis Gómez-Chova, Luis Guanter, Xavier Calbet: Nonlinear Statistical Retrieval of Atmospheric Profiles From MetOp-IASI and MTG-IRS Infrared Sounding Data. IEEE T. Geoscience and Remote Sensing 50(5-2): 1759-1769 (2012) | |
| 84 | Jochem Verrelst, Luis Alonso, Gustavo Camps-Valls, Jesús Delegido, José F. Moreno: Retrieval of Vegetation Biophysical Parameters Using Gaussian Process Techniques. IEEE T. Geoscience and Remote Sensing 50(5-2): 1832-1843 (2012) | |
| 83 | Rémi Flamary, Devis Tuia, Benjamin Labbé, Gustavo Camps-Valls, Alain Rakotomamonjy: Large Margin Filtering. IEEE Transactions on Signal Processing 60(2): 648-659 (2012) | |
| 82 | Devis Tuia, Jordi Muñoz-Marí, Gustavo Camps-Valls: Remote sensing image segmentation by active queries. Pattern Recognition 45(6): 2180-2192 (2012) | |
| 2011 | ||
| 81 | Gustavo Camps-Valls, Devis Tuia, Luis Gómez-Chova, Sandra Jiménez, Jesús Malo: Remote Sensing Image Processing Morgan & Claypool Publishers 2011 | |
| 80 | Devis Tuia, Gustavo Camps-Valls, Manel Martínez-Ramón: Explicit recursivity into reproducing kernel Hilbert spaces. ICASSP 2011: 4148-4151 | |
| 79 | Michele Volpi, Devis Tuia, Gustavo Camps-Valls, Mikhail F. Kanevski: Unsupervised change detection in the feature space using kernels. IGARSS 2011: 106-109 | |
| 78 | Devis Tuia, Jordi Muñoz-Marí, Gustavo Camps-Valls: Large scale semi-supervised image segmentation with active queries. IGARSS 2011: 2653-2656 | |
| 77 | Gustavo Camps-Valls, Valero Laparra, Jordi Muñoz-Marí, Luis Gómez-Chova, Xavier Calbet: Kernel-based retrieval of atmospheric profiles from IASI data. IGARSS 2011: 2813-2816 | |
| 76 | Luis Gómez-Chova, Allan Aasbjerg Nielsen, Gustavo Camps-Valls: Explicit signal to noise ratio in reproducing kernel Hilbert spaces. IGARSS 2011: 3570-3573 | |
| 75 | Luis Gómez-Chova, Robert Jenssen, Gustavo Camps-Valls: Kernel entropy component analysis in remote sensing data clustering. IGARSS 2011: 3728-3731 | |
| 74 | Valero Laparra, Devis Tuia, S. Jimenez, Gustavo Camps-Valls, Jesus Malo: Principal polynomial analysis for remote sensing data processing. IGARSS 2011: 4180-4183 | |
| 73 | Vicent Talens, José F. Moreno, Gustavo Camps-Valls: Kernel image similarity criterion. IGARSS 2011: 527-530 | |
| 72 | Fernando García-Vílchez, Jordi Muñoz-Marí, Maciel Zortea, Ian Blanes, Vicente González Ruiz, Gustavo Camps-Valls, Antonio Plaza, Joan Serra-Sagristà: On the Impact of Lossy Compression on Hyperspectral Image Classification and Unmixing. IEEE Geosci. Remote Sensing Lett. 8(2): 253-257 (2011) | |
| 71 | Devis Tuia, Jochem Verrelst, Luis Alonso-Chorda, Fernando Pérez-Cruz, Gustavo Camps-Valls: Multioutput Support Vector Regression for Remote Sensing Biophysical Parameter Estimation. IEEE Geosci. Remote Sensing Lett. 8(4): 804-808 (2011) | |
| 70 | Julia Amorós-López, Luis Gómez-Chova, Luis Alonso-Chorda, Luis Guanter, José F. Moreno, Gustavo Camps-Valls: Regularized Multiresolution Spatial Unmixing for ENVISAT/MERIS and Landsat/TM Image Fusion. IEEE Geosci. Remote Sensing Lett. 8(5): 844-848 (2011) | |
| 69 | Raúl Zurita-Milla, Luis Gómez-Chova, Luis Guanter, Jan G. P. W. Clevers, Gustavo Camps-Valls: Multitemporal Unmixing of Medium-Spatial-Resolution Satellite Images: A Case Study Using MERIS Images for Land-Cover Mapping. IEEE T. Geoscience and Remote Sensing 49(11): 4308-4317 (2011) | |
| 68 | Luis Gómez-Chova, Raúl Zurita-Milla, Luis Alonso, Julia Amorós-López, Luis Guanter, Gustavo Camps-Valls: Gridding Artifacts on Medium-Resolution Satellite Image Time Series: MERIS Case Study. IEEE T. Geoscience and Remote Sensing 49(7): 2601-2611 (2011) | |
| 67 | Valero Laparra, Gustavo Camps-Valls, Jesus Malo: Iterative Gaussianization: From ICA to Random Rotations. IEEE Transactions on Neural Networks 22(4): 537-549 (2011) | |
| 66 | Gustavo Camps-Valls, Jon Atli Benediktsson, Lorenzo Bruzzone, Jocelyn Chanussot: Introduction to the Issue on Advances in Remote Sensing Image Processing. J. Sel. Topics Signal Processing 5(3): 365-369 (2011) | |
| 65 | Devis Tuia, Jordi Muñoz-Marí, Mikhail F. Kanevski, Gustavo Camps-Valls: Structured Output SVM for Remote Sensing Image Classification. Signal Processing Systems 65(3): 301-310 (2011) | |
| 2010 | ||
| 64 | Devis Tuia, Mikhail F. Kanevski, Jordi Muñoz-Marí, Gustavo Camps-Valls: Cluster-based active learning for compact image classification. IGARSS 2010: 2824-2827 | |
| 63 | Julia Amorós-López, Luis Gómez-Chova, Luis Guanter, Luis Alonso, José F. Moreno, Gustavo Camps-Valls: Multi-resolution spatial unmixing for MERIS and Landsat image fusion. IGARSS 2010: 3672-3675 | |
| 62 | Gustavo Camps-Valls, Devis Tuia, Valero Laparra, Jesús Malo: Estimating biophysical variable dependences with kernels. IGARSS 2010: 828-831 | |
| 61 | Luis Gómez-Chova, Gustavo Camps-Valls, Lorenzo Bruzzone, Javier Calpe-Maravilla: Mean Map Kernel Methods for Semisupervised Cloud Classification. IEEE T. Geoscience and Remote Sensing 48(1-1): 207-220 (2010) | |
| 60 | Devis Tuia, Gustavo Camps-Valls, Giona Matasci, Mikhail F. Kanevski: Learning Relevant Image Features With Multiple-Kernel Classification. IEEE T. Geoscience and Remote Sensing 48(10): 3780-3791 (2010) | |
| 59 | Frédéric Ratle, Gustavo Camps-Valls, Jason Weston: Semisupervised Neural Networks for Efficient Hyperspectral Image Classification. IEEE T. Geoscience and Remote Sensing 48(5): 2271-2282 (2010) | |
| 58 | Jordi Muñoz-Marí, Francesca Bovolo, Luis Gómez-Chova, Lorenzo Bruzzone, Gustavo Camps-Valls: Semisupervised One-Class Support Vector Machines for Classification of Remote Sensing Data. IEEE T. Geoscience and Remote Sensing 48(8): 3188-3197 (2010) | |
| 57 | Valero Laparra, Juan Gutierrez, Gustavo Camps-Valls, Jesús Malo: Image Denoising with Kernels Based on Natural Image Relations. Journal of Machine Learning Research 11: 873-903 (2010) | |
| 56 | Francesca Bovolo, Gustavo Camps-Valls, Lorenzo Bruzzone: A support vector domain method for change detection in multitemporal images. Pattern Recognition Letters 31(10): 1148-1154 (2010) | |
| 2009 | ||
| 55 | Devis Tuia, Gustavo Camps-Valls: Recent advances in remote sensing image processing. ICIP 2009: 3705-3708 | |
| 54 | Valero Laparra, Gustavo Camps-Valls, Jesús Malo: PCA Gaussianization for image processing. ICIP 2009: 3985-3988 | |
| 53 | Devis Tuia, Giona Matasci, Gustavo Camps-Valls, Mikhail F. Kanevski: Learning the Relevant Image Features with Multiple Kernels. IGARSS (2) 2009: 65-68 | |
| 52 | Gustavo Camps-Valls, Luis Gómez-Chova, Jordi Muñoz-Marí, Joan Vila-Francés, Julia Amorós-López, Javier Calpe-Maravilla: Biophysical Parameter Estimation with Adaptive Gaussian Processes. IGARSS (4) 2009: 69-72 | |
| 51 | Luis Gómez-Chova, Jordi Muñoz-Marí, Emma Izquierdo-Verdiguier, Gustavo Camps-Valls, Javier Calpe-Maravilla, José F. Moreno: Cloud Screening with Combined MERIS and AATSR Images. IGARSS (4) 2009: 761-764 | |
| 50 | Luca Capobianco, Andrea Garzelli, Gustavo Camps-Valls: Semi-supervised Kernel Target Detection in Hyperspectral Images. ISDA 2009: 566-571 | |
| 49 | Gustavo Camps-Valls, Manel Martínez-Ramón, José Luis Rojo-Álvarez: An Introduction to Kernel Methods. Encyclopedia of Data Warehousing and Mining 2009: 1097-1101 | |
| 48 | Gustavo Camps-Valls, Alistair Morgan Chalk: Bioinformatics and Computational Biology. Encyclopedia of Data Warehousing and Mining 2009: 160-165 | |
| 47 | Gustavo Camps-Valls, Manel Martínez-Ramón, José Luis Rojo-Álvarez: Applications of Kernel Methods. Encyclopedia of Data Warehousing and Mining 2009: 51-57 | |
| 46 | Sancho Salcedo-Sanz, Gustavo Camps-Valls, Carlos Bousoño-Calzón: Hybrid Genetic Algorithms in Data Mining Applications. Encyclopedia of Data Warehousing and Mining 2009: 993-998 | |
| 45 | Luca Capobianco, Andrea Garzelli, Gustavo Camps-Valls: Target Detection With Semisupervised Kernel Orthogonal Subspace Projection. IEEE T. Geoscience and Remote Sensing 47(11): 3822-3833 (2009) | |
| 44 | Tatyana V. Bandos, Lorenzo Bruzzone, Gustavo Camps-Valls: Classification of Hyperspectral Images With Regularized Linear Discriminant Analysis. IEEE T. Geoscience and Remote Sensing 47(3): 862-873 (2009) | |
| 43 | Gustavo Camps-Valls, Jordi Muñoz-Marí, Manel Martínez-Ramón, Jesús Requena-Carrión, José Luis Rojo-Álvarez: Learning non-linear time-scales with kernel gamma-filters. Neurocomputing 72(4-6): 1324-1328 (2009) | |
| 2008 | ||
| 42 | Juan Gómez-Sanchís, Gustavo Camps-Valls, Enrique Moltó, Luis Gómez-Chova, N. Aleixos, José Blasco: Segmentation of Hyperspectral Images for the Detection of Rotten Mandarins. ICIAR 2008: 1071-1080 | |
| 41 | Valero Laparra, Juan Gutierrez, Gustavo Camps-Valls, Jesus Malo: Recovering wavelet relations using SVM for image denoising. ICIP 2008: 541-544 | |
| 40 | Gustavo Camps-Valls, Jordi Muñoz-Marí, Luis Gómez-Chova, Javier Calpe-Maravilla: Semi-Supervised Support Vector Biophysical Parameter Estimation. IGARSS (3) 2008: 1131-1134 | |
| 39 | Luca Capobianco, Andrea Garzelli, Gustavo Camps-Valls: Semi-Supervised Kernel Orthogonal Subspace Projection. IGARSS (4) 2008: 216-219 | |
| 38 | Luis Gómez-Chova, Lorenzo Bruzzone, Gustavo Camps-Valls, Javier Calpe-Maravilla: Semi-Supervised Remote Sensing Image Classification based on Clustering and the Mean Map Kernel. IGARSS (4) 2008: 391-394 | |
| 37 | Gustavo Camps-Valls, Antonio Rodrigo-González: Classification of Satellite Images with Regularized AdaBoosting of RBF Neural Networks. Speech, Audio, Image and Biomedical Signal Processing using Neural Networks 2008: 307-326 | |
| 36 | José Luis Rojo-Álvarez, Manel Martínez-Ramón, Jordi Muñoz-Marí, Gustavo Camps-Valls, Carlos M. Cruz, Aníbal R. Figueiras-Vidal: Sparse Deconvolution Using Support Vector Machines. EURASIP J. Adv. Sig. Proc. 2008: (2008) | |
| 35 | Jerónimo Arenas-García, Gustavo Camps-Valls: Efficient Kernel Orthonormalized PLS for Remote Sensing Applications. IEEE T. Geoscience and Remote Sensing 46(10): 2872-2881 (2008) | |
| 34 | Gustavo Camps-Valls, Luis Gómez-Chova, Jordi Muñoz-Marí, José Luis Rojo-Álvarez, Manel Martínez-Ramón: Kernel-Based Framework for Multitemporal and Multisource Remote Sensing Data Classification and Change Detection. IEEE T. Geoscience and Remote Sensing 46(6): 1822-1835 (2008) | |
| 33 | Gustavo Camps-Valls, Juan Gutierrez, Gabriel Gómez-Pérez, Jesus Malo: On the Suitable Domain for SVM Training in Image Coding. Journal of Machine Learning Research 9: 49-66 (2008) | |
| 2007 | ||
| 32 | Jordi Muñoz-Marí, Gustavo Camps-Valls, Luis Gómez-Chova, Javier Calpe-Maravilla: Combination of one-class remote sensing image classifiers. IGARSS 2007: 1509-1512 | |
| 31 | Luis Gómez-Chova, Gustavo Camps-Valls, Jordi Muñoz-Marí, Javier Calpe-Maravilla: Semi-supervised cloud screening with Laplacian SVM. IGARSS 2007: 1521-1524 | |
| 30 | Jerónimo Arenas-García, Gustavo Camps-Valls: Feature extraction from remote sensing data using Kernel Orthonormalized PLS. IGARSS 2007: 258-261 | |
| 29 | Gustavo Camps-Valls, Antonio Rodrigo-González, Jordi Muñoz-Marí, Luis Gómez-Chova, Javier Calpe-Maravilla: Hyperspectral image classification with mahalanobis relevance vector machines. IGARSS 2007: 3802-3805 | |
| 28 | Gustavo Camps-Valls, Tatyana V. Bandos Marsheva, Dengyong Zhou: Semi-Supervised Graph-Based Hyperspectral Image Classification. IEEE T. Geoscience and Remote Sensing 45(10): 3044-3054 (2007) | |
| 27 | Luis Gómez-Chova, Gustavo Camps-Valls, Javier Calpe-Maravilla, Luis Guanter, José F. Moreno: Cloud-Screening Algorithm for ENVISAT/MERIS Multispectral Images. IEEE T. Geoscience and Remote Sensing 45(12-2): 4105-4118 (2007) | |
| 26 | Jordi Muñoz-Marí, Lorenzo Bruzzone, Gustavo Camps-Valls: A Support Vector Domain Description Approach to Supervised Classification of Remote Sensing Images. IEEE T. Geoscience and Remote Sensing 45(8): 2683-2692 (2007) | |
| 25 | José Luis Rojo-Álvarez, C. Figuera-Pozuelo, C. E. Martinez-Cruz, Gustavo Camps-Valls, Felipe Alonso Atienza, Manel Martínez-Ramón: Nonuniform Interpolation of Noisy Signals Using Support Vector Machines. IEEE Transactions on Signal Processing 55(8): 4116-4126 (2007) | |
| 24 | Gustavo Camps-Valls, Emilio Soria-Olivas, Juan José Pérez-Ruixo, Fernando Pérez-Cruz, Antonio Artés-Rodríguez, N. Víctor Jiménez: Therapeutic Drug Monitoring of Kidney Transplant Recipients Using Profiled Support Vector Machines. IEEE Transactions on Systems, Man, and Cybernetics, Part C 37(3): 359-372 (2007) | |
| 23 | Tatyana V. Bandos, Gustavo Camps-Valls, Emilio Soria-Olivas: Statistical criteria for early-stopping of support vector machines. Neurocomputing 70(13-15): 2588-2592 (2007) | |
| 2006 | ||
| 22 | Felipe Alonso Atienza, José Luis Rojo-Álvarez, Gustavo Camps-Valls, Alfredo Rosado Muñoz, Arcadi García-Alberola: Bootstrap feature selection in support vector machines for ventricular fibrillation detection. ESANN 2006: 233-238 | |
| 21 | Manel Martínez-Ramón, José Luis Rojo-Álvarez, Gustavo Camps-Valls, Jordi Muñoz-Marí, Angel Navia-Vázquez, Emilio Soria-Olivas, Aníbal R. Figueiras-Vidal: Support Vector Machines for Nonlinear Kernel ARMA System Identification. IEEE Transactions on Neural Networks 17(6): 1617-1622 (2006) | |
| 20 | Gustavo Camps-Valls, Luis Gómez-Chova, Joan Vila-Francés, José David Martín-Guerrero, Antonio J. Serrano-López, Emilio Soria-Olivas: Enhancing decision-based neural networks through local competition. Neurocomputing 69(7-9): 905-908 (2006) | |
| 19 | Emilio Soria-Olivas, José David Martín-Guerrero, Antonio J. Serrano-López, Javier Calpe-Maravilla, Joan Vila-Francés, Gustavo Camps-Valls: Efficient pruning of multilayer perceptrons using a fuzzy sigmoid activation function. Neurocomputing 69(7-9): 909-912 (2006) | |
| 18 | Luis Gómez-Chova, Diego Fernández-Prieto, Javier Calpe-Maravilla, Emilio Soria-Olivas, Joan Vila-Francés, Gustavo Camps-Valls: Urban monitoring using multi-temporal SAR and multi-spectral data. Pattern Recognition Letters 27(4): 234-243 (2006) | |
| 17 | Emilio Soria-Olivas, Gustavo Camps-Valls, José David Martín-Guerrero, Javier Calpe-Maravilla, Joan Vila-Francés, Antonio J. Serrano-López: Non-linear RLS-based algorithm for pattern classification. Signal Processing 86(5): 1104-1108 (2006) | |
| 2005 | ||
| 16 | Gustavo Camps-Valls, Lorenzo Bruzzone: Kernel-based methods for hyperspectral image classification. IEEE T. Geoscience and Remote Sensing 43(6): 1351-1362 (2005) | |
| 15 | Gabriel Gómez-Pérez, Gustavo Camps-Valls, Juan Gutierrez, Jesús Malo: Perceptual adaptive insensitivity for support vector machine image coding. IEEE Transactions on Neural Networks 16(6): 1574-1581 (2005) | |
| 14 | José Luis Rojo-Álvarez, Gustavo Camps-Valls, Manel Martínez-Ramón, Emilio Soria-Olivas, Angel Navia-Vázquez, Aníbal R. Figueiras-Vidal: Support vector machines framework for linear signal processing. Signal Processing 85(12): 2316-2326 (2005) | |
| 2004 | ||
| 13 | José David Martín-Guerrero, Emili Balaguer-Ballester, Gustavo Camps-Valls, Alberto Palomares, Antonio J. Serrano-López, Juan Gómez-Sanchís, Emilio Soria-Olivas: Machine Learning Methods for One-Session Ahead Prediction of Accesses to Page Categories. AH 2004: 421-424 | |
| 12 | Gustavo Camps-Valls, Antonio J. Serrano-López, Luis Gómez-Chova, José David Martín-Guerrero, Javier Calpe-Maravilla, José F. Moreno: Regularized RBF Networks for Hyperspectral Data Classification. ICIAR (2) 2004: 429-436 | |
| 11 | Gustavo Camps-Valls, Marcelino Martínez-Sober, Emilio Soria-Olivas, José Rafael Magdalena Benedito, Javier Calpe-Maravilla, Juan Guerrero-Martínez: Foetal ECG recovery using dynamic neural networks. Artificial Intelligence in Medicine 31(3): 197-209 (2004) | |
| 10 | Gustavo Camps-Valls, Alistair M. Chalk, Antonio J. Serrano-López, José David Martín-Guerrero, Erik L. L. Sonnhammer: Profiled support vector machines for antisense oligonucleotide efficacy prediction. BMC Bioinformatics 5: 135 (2004) | |
| 9 | Gustavo Camps-Valls, Luis Gómez-Chova, Javier Calpe-Maravilla, José David Martín-Guerrero, Emilio Soria-Olivas, Luis Alonso-Chorda, José F. Moreno: Robust support vector method for hyperspectral data classification and knowledge discovery. IEEE T. Geoscience and Remote Sensing 42(7): 1530-1542 (2004) | |
| 8 | Gustavo Camps-Valls, Manel Martínez-Ramón, José Luis Rojo-Álvarez, Emilio Soria-Olivas: Robust gamma-filter using support vector machines. Neurocomputing 62: 493-499 (2004) | |
| 7 | Gustavo Camps-Valls, José David Martín-Guerrero, José Luis Rojo-Álvarez, Emilio Soria-Olivas: Fuzzy sigmoid kernel for support vector classifiers. Neurocomputing 62: 501-506 (2004) | |
| 2003 | ||
| 6 | Luis Gómez-Chova, Javier Calpe-Maravilla, Emilio Soria-Olivas, Gustavo Camps-Valls, José David Martín-Guerrero, José F. Moreno: CART-based feature selection of hyperspectral images for crop cover classification. ICIP (3) 2003: 589-592 | |
| 5 | Gustavo Camps-Valls, Luis Gómez-Chova, Javier Calpe-Maravilla, Emilio Soria-Olivas, José David Martín-Guerrero, José F. Moreno: Support Vector Machines for Crop Classification Using Hyperspectral Data. IbPRIA 2003: 134-141 | |
| 4 | Emilio Soria-Olivas, José David Martín-Guerrero, Gustavo Camps-Valls, Antonio J. Serrano-López, Javier Calpe-Maravilla, Luis Gómez-Chova: A low-complexity fuzzy activation function for artificial neural networks. IEEE Transactions on Neural Networks 14(6): 1576-1579 (2003) | |
| 2002 | ||
| 3 | Fernando Pérez-Cruz, Gustavo Camps-Valls, Emilio Soria-Olivas, Juan José Pérez-Ruixo, Aníbal R. Figueiras-Vidal, Antonio Artés-Rodríguez: Multi-dimensional Function Approximation and Regression Estimation. ICANN 2002: 757-762 | |
| 2001 | ||
| 2 | Gustavo Camps-Valls, Emilio Soria-Olivas, José David Martín-Guerrero, Antonio J. Serrano-López, Juan José Pérez-Ruixo, N. Víctor Jiménez: Neural Networks Ensemble for Cyclosporine Concentration Monitoring. ICANN 2001: 706-711 | |
| 1 | Antonio J. Serrano-López, Emilio Soria-Olivas, Gustavo Camps-Valls, José David Martín-Guerrero, N. Víctor Jiménez: Some Examples for Solving Clinical Problems Using Neural Networks. IWANN (2) 2001: 345-352 | |
Colors in the list of coauthors
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