GUSTAU
CAMPS VALLS
CATEDRÁTICO/A DE UNIVERSIDAD
Universidad Carlos III de Madrid
Madrid, EspañaPublicaciones en colaboración con investigadores/as de Universidad Carlos III de Madrid (40)
2021
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Compressed Particle Methods for Expensive Models with Application in Astronomy and Remote Sensing
IEEE Transactions on Aerospace and Electronic Systems, Vol. 57, Núm. 5, pp. 2607-2621
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Deep importance sampling based on regression for model inversion and emulation
Digital Signal Processing: A Review Journal, Vol. 116
2018
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Group Importance Sampling for particle filtering and MCMC
Digital Signal Processing: A Review Journal, Vol. 82, pp. 133-151
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INTERPOLATION AND GAP FILLING OF LANDSAT REFLECTANCE TIME SERIES
IGARSS 2018 - 2018 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM
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Interpolation and gap filling of Landsat reflectance time series
International Geoscience and Remote Sensing Symposium (IGARSS)
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The Recycling Gibbs sampler for efficient learning
Digital Signal Processing: A Review Journal, Vol. 74, pp. 1-13
2014
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Retrieval of biophysical parameters with heteroscedastic Gaussian processes
IEEE Geoscience and Remote Sensing Letters, Vol. 11, Núm. 4, pp. 838-842
2013
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Estimation of vegetation chlorophyll content with Variational Heteroscedastic Gaussian Processes
International Geoscience and Remote Sensing Symposium (IGARSS)
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Kernel multivariate analysis framework for supervised subspace learning: A tutorial on linear and kernel multivariate methods
IEEE Signal Processing Magazine, Vol. 30, Núm. 4, pp. 16-29
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Multitask remote sensing data classification
IEEE Transactions on Geoscience and Remote Sensing, Vol. 51, Núm. 1, pp. 151-161
2012
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A support vector machine music algorithm
IEEE Transactions on Antennas and Propagation, Vol. 60, Núm. 10, pp. 4901-4910
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SEMISUPERVISED KERNEL ORTHONORMALIZED PARTIAL LEAST SQUARES
2012 IEEE INTERNATIONAL WORKSHOP ON MACHINE LEARNING FOR SIGNAL PROCESSING (MLSP)
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Semisupervised kernel orthonormalized partial least squares
IEEE International Workshop on Machine Learning for Signal Processing, MLSP
2011
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EXPLICIT RECURSIVITY INTO REPRODUCING KERNEL HILBERT SPACES
2011 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING
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Explicit recursivity into reproducing kernel Hilbert spaces
ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
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Multioutput support vector regression for remote sensing biophysical parameter estimation
IEEE Geoscience and Remote Sensing Letters, Vol. 8, Núm. 4, pp. 804-808
2010
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Multitask SVM learning for remote sensing data classification
Proceedings of SPIE - The International Society for Optical Engineering
2009
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Learning non-linear time-scales with kernel γ-filters
Neurocomputing, Vol. 72, Núm. 4-6, pp. 1324-1328
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Multi-Temporal Image Classification with Kernels
Kernel Methods for Remote Sensing Data Analysis (John Wiley & Sons, Ltd), pp. 125-145
2008
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Efficient kernel orthonormalized PLS for remote sensing applications
IEEE Transactions on Geoscience and Remote Sensing