GUSTAU
CAMPS VALLS
CATEDRÁTICO/A DE UNIVERSIDAD
VALERO
LAPARRA PEREZ-MUELAS
PROF. PERMANENTE LABORAL PPL
Publicaciones en las que colabora con VALERO LAPARRA PEREZ-MUELAS (61)
2023
-
Inference over radiative transfer models using variational and expectation maximization methods
Machine Learning, Vol. 112, Núm. 3, pp. 921-937
2022
-
Retrieval of Physical Parameters With Deep Structured Kernel Regression
IEEE Transactions on Geoscience and Remote Sensing, Vol. 60
-
Unsupervised Anomaly and Change Detection With Multivariate Gaussianization
IEEE Transactions on Geoscience and Remote Sensing, Vol. 60
2021
-
Erratum: Correction: Kernel methods and their derivatives: Concept and perspectives for the earth system sciences (PloS one (2020) 15 10 (e0235885))
PloS one
-
Gaussianizing the Earth: Multidimensional information measures for Earth data analysis
IEEE Geoscience and Remote Sensing Magazine, Vol. 9, Núm. 4, pp. 191-208
2020
-
Accounting for Input Noise in Gaussian Process Parameter Retrieval
IEEE Geoscience and Remote Sensing Letters, Vol. 17, Núm. 3, pp. 391-395
-
Efficient kernel cook's distance for remote sensing anomalous change detection
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol. 13, pp. 5480-5488
-
Kernel methods and their derivatives: Concept and perspectives for the earth system sciences
PLoS ONE, Vol. 15, Núm. 10 October
-
Statistical biophysical parameter retrieval and emulation with Gaussian processes
Data Handling in Science and Technology (Elsevier Ltd), pp. 333-368
2019
-
Improved Statistically Based Retrievals via Spatial-Spectral Data Compression for IASI Data
IEEE Transactions on Geoscience and Remote Sensing, Vol. 57, Núm. 8, pp. 5651-5668
-
Kernel Anomalous Change Detection for Remote Sensing Imagery
IEEE Transactions on Geoscience and Remote Sensing, Vol. 57, Núm. 10, pp. 7743-7755
-
Statistical retrieval of atmospheric profiles with deep convolutional neural networks
ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 158, pp. 231-240
2018
-
CONSISTENT REGRESSION OF BIOPHYSICAL PARAMETERS WITH KERNEL METHODS
IGARSS 2018 - 2018 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM
-
Consistent regression of biophysical parameters with kernel methods
International Geoscience and Remote Sensing Symposium (IGARSS)
-
DISENTANGLING DERIVATIVES, UNCERTAINTY AND ERROR IN GAUSSIAN PROCESS MODELS
IGARSS 2018 - 2018 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM
-
Derivation of global vegetation biophysical parameters from EUMETSAT Polar System
ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 139, pp. 57-74
-
Disentangling derivatives, uncertainty and error in Gaussian process models
International Geoscience and Remote Sensing Symposium (IGARSS)
-
GENERATION OF GLOBAL VEGETATION PRODUCTS FROM EUMETSAT AVHRR/METOP SATELLITES
IGARSS 2018 - 2018 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM
-
Generation of global vegetation products from EUMETSAT AVHRR/METOP satellites
International Geoscience and Remote Sensing Symposium (IGARSS)
-
Physics-aware Gaussian processes in remote sensing
Applied Soft Computing Journal, Vol. 68, pp. 69-82