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Emma Izquierdo-Verdiguier; Valero Laparra; Luis Gómez-Chova; Gustavo Camps-Valls.
(2013)
Encoding Invariances in Remote Sensing Image Classification With SVM. Ieee Geoscience And Remote Sensing Letters, In press
. ISSN: 1545-598X
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J. Arenas-García; K. B. Petersen; G. Camps-Valls; L. K. Hansen
(2013)
Kernel Multivariate Analysis Framework for Supervised Subspace Learning. IEEE Signal Processing Magazine(7)
. ISSN: 1053-5888
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Jochem Verrelst; Juan Pablo Rivera; José Moreno; G. Camps-Valls
(2013)
Gaussian processess Uncertainty Estimates in Experimental Sentinel-2 LAI and Leaf Chlorophyll Content Retrieval. Isprs Journal of Photogrammetry and Remote Sensing, 86
. ISSN: 0924-2716
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Jochem Verrelst; Juan Pablo Rivera; José Moreno; G. Camps-Valls
(2013)
Gaussian process retrieval of chlorophyll content from imaging spectroscopy data. Ieee Journal Of Selected Topics In Applied Earth Observations And Remote Sensing, 6(2)
. ISSN: 1939-1404
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P. Ruiz-Matarán; J. Mateos; G. Camps-Valls; Rafael Molina; Aggelos K. Katsaggelos
(2013)
Bayesian Active Remote Sensing Image Classification. IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
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José M. Bioucas-Dias; Antonio Plaza; G. Camps-Valls; Paul Scheunders; Nasser Nasrabadi; Jocelyn Chanussot
(2013)
Hyperspectral Remote Sensing Data Analysis and Future Challenges. Geoscience and Remote Sensing Society Newsletter, 1(2), pp. 6 - 36
. ISSN: 0274-6338
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Vicent Talens; Valero Laparra; Jesús Malo; Gustavo Camps-Valls;
(2013)
Kernel Structural Similarity on Hyperspectral Images. Geoscience and Remote Sensing (IGARSS), IEEE International Symposium. ISSN: 2153-6996
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Miguel Lázaro-Gredilla; Michalis Titsias; Jochem Verrelst; G. Camps-Valls
(2014)
Retrieval of Biophysical Parameters with Heteroscedastic Gaussian Processes. Ieee Geoscience And Remote Sensing Letters, 11(4), pp. 838 - 842
. ISSN: 1545-598X
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Sancho Salcedo-Sanz; Carlos Casanova-Mateo; Jordi Muñoz-Marí; G. Camps-Valls
(2014)
Prediction of Daily Global Solar Irradiation using Temporal Gaussian Processes. Ieee Geoscience And Remote Sensing Letters, 11(11), pp. 1936 - 1940
. ISSN: 1545-598X
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Sancho Salcedo-Sanz; J. L. Rojo-Álvarez; Manel Martínez-Ramón; G. Camps-Valls
(2014)
Support Vector Machines in Engineering: An Overview. Data Mining and Knowledge Discovery, 4(1), pp. 234 - 267
. ISSN: 1384-5810
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Devis Tuia; Michele Volpi; Maxime Trolliet; G. Camps-Valls
(2014)
Semisupervised Manifold Alignment of Multimodal Remote Sensing Images. IEEE Transactions on Geoscience and Remote Sensing, 52(12), pp. 7708 - 7720
. ISSN: 0196-2892
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V. Laparra; S. Jimenez; D. Tuia; G. Camps-Valls; J. Malo
(2014)
Principal Polynomial Analysis. International Journal of Neural Systems. ISSN: 0129-0657
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Emma Izquierdo-Verdiguier; Robert Jenssen; Luis Gómez-Chova; G. Camps-Valls
(2014)
Spectral Clustering with the Probabilistic Cluster Kernel. Neurocomputing. ISSN: 0925-2312
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E. Izquierdo-Verdiguier; L. Gómez-Chova; L. Bruzzone; G. Camps-Valls
(2014)
Semisupervised Kernel Feature Extraction for Remote Sensing Image Analysis. IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
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G. Camps-Valls; Devis Tuia; Lorenzo Bruzzone; Jon Atli Benediktsson
(2014)
Advances in Hyperspectral Image Classification: Earth monitoring with statistical learning methods. IEEE Signal Processing Magazine. ISSN: 1053-5888
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Luis Guanter; Yongguang Zhang; Martin Jung; Joanna Joiner; Maximilian Voigt; Joseph A. Berry; Christian Frankenberg; Alfredo Huete; Pablo Zarco-Tejada; Jung-Eun Lee; M. Susan Moran; Guillermo Ponce-Campos; Christian Beer; Gustavo Camps-Valls; Nina Buchmann; Damiano Gianelle; Katja Klumpp; Alessandro Cescatti; John M. Baker; and Timothy J. Griffis.
(2014)
Global and time-resolved monitoring of crop photosynthesis with chlorophyll fluorescence. Proceedings of the National Academy of Sciences of the United States of America. ISSN: 0027-8424
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Laparra; Jiménez; Tuia; Camps-Valls; Malo
(2014)
Principal Polynomial Analysis. International Journal of Neural Systems, 24(7), pp. 1 - 11
. ISSN: 0129-0657 -
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Verrelst, J.; Rivera, J.P.; Veroustraete, F.; Muñoz-Marí, J.; Clevers, J.G.P.W.; Camps-Valls, G.; Moreno, J.
(2015)
Experimental Sentinel-2 LAI estimation using parametric, non-parametric and physical retrieval methods - A comparison. Isprs Journal of Photogrammetry and Remote Sensing, 108, pp. 260 - 272
. ISSN: 0924-2716 -
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Romero, A; Gatta, C; Camps-Valls, G.
(2016)
Unsupervised Deep Feature Extraction for Remote Sensing Image Classification. IEEE Transactions on Geoscience and Remote Sensing, 54(3), pp. 1349 - 1362
. ISSN: 0196-2892
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Tramontana, G; Ichii, K; Camps-Valls, G.; Tomelleri, E.; Papale, D.
(2015)
Uncertainty analysis of gross primary production upscaling using Random Forests, remote sensing and eddy covariance data. Remote Sensing of Environment. ISSN: 0034-4257
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Volpi, M.; Camps-Valls, G.; Tuia, D.
(2015)
Spectral alignment of multi-temporal cross-sensor images with automated kernel canonical correlation analysis. Isprs Journal of Photogrammetry and Remote Sensing. ISSN: 0924-2716
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Laparra, V.; Malo, J.; Camps-Valls, G.
(2015)
Dimensionality reduction via regression in hyperspectral imagery. Ieee Journal Of Selected Topics In Signal Processing. ISSN: 1932-4553
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Campos-Taberner, M.; Romero-Soriano, A.; Gatta, C.; Camps-Valls, G.; Lagrange, A.; Le Saux, B.; Beaupère, A.; Boulch, A.; Chan-Hon-Tong, A.; Herbin, S.; Randrianarivo, H.; Ferecatu, M.; Shimoni, M.; Moser, G.; Tuia, D.
(2016)
Processing of extremely high-resolution lidar and rgb data: outcome of the 2015 ieee grss data fusion contest-part a: 2-d contest. Ieee Journal Of Selected Topics In Applied Earth Observations And Remote Sensing, 9(12), pp. 5547 - 5559
. ISSN: 1939-1404 -
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Tramontana, G.; Jung, M.; Camps-Valls, G.; Ichii, K.; Raduly, B.; Reichstein, M.; Schwalm, C. R.; Arain, M. A.; Cescatti, A.; Kiely, G.; Merbold, L.; Serrano-Ortiz, P.; Sickert, S.; Wolf, S.; Papale, D.
(2016)
Predicting carbon dioxide and energy fluxes across global FLUXNET sites with regression algorithms. Biogeosciences Discussions, 13, pp. 4291 - 4313
. ISSN: 1810-6285 -
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Tuia, D.; Camps-Valls, G.
(2016)
Kernel Manifold Alignment for Domain Adaptation. Plos One, 6
. ISSN: 1932-6203
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Camps-Valls, G.;Bioucas-Dias, J.; Crawford, M.
(2016)
A Special Issue on Advances in Machine Learning for Remote Sensing and Geosciences. Ieee Geoscience And Remote Sensing Magazine, 4(2), pp. 5 - 7
. ISSN: 2168-6831
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Emma Izquierdo-Verdiguier; Valero Laparra; Robert Jenssen; Luis Gómez-Chova; Gustau Camps-Valls
(2016)
Optimized Kernel Entropy Components. Ieee Transactions On Neural Networks And Learning Systems, 28(6), pp. 1466 - 1472
. ISSN: 2162-237X -
Campos-Taberner, M.; García-Haro, F. J.; Camps-Valls, G.; Grau-Muedra, G.; Nutini, F.; Busetto, L.; Katsantonis, D.; Stavrakoudis, D.; Minakou, C.; Gatti, L.; Barbieri, M.; Holecz, F.; Stroppiana, D.; Boschetti, M.
(2017)
Exploitation of SAR and optical Sentinel data to detect rice crop and estimate seasonal dynamics of leaf area index. Remote Sensing, 9(3), p. 248
. ISSN: 2072-4292 -
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Muñoz-Marí, J.; Izquierdo-Verdiguier, E.; Campos-Taberner, M.; Pérez-Suay, A.; Gómez-Chova, L.; Mateo-García, G.; Ruescas, A. B.; Laparra, V.; Padrón, J. A.; Amorós-López, J.; Camps-Valls, G.
(2017)
HyperLabelMe: A Web Platform for Benchmarking Remote-Sensing Image Classifiers. Ieee Geoscience And Remote Sensing Magazine, 5(4), pp. 79 - 85
. ISSN: 2168-6831 -
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A. Bailly; L. Chapel; R. Tavenard; G. Camps-Valls
(2017)
Nonlinear Time-Series Adaptation for Land Cover Classification. Ieee Geoscience And Remote Sensing Letters. ISSN: 1545-598X
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K. Blix; R. Jenssen; G. Camps-Valls
(2017)
Gaussian Process Sensitivity Analysis for Oceanic Chlorophyll Estimation. Ieee Journal Of Selected Topics In Applied Earth Observations And Remote Sensing. ISSN: 1939-1404
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Garcia Sobrino, J.; Serra-Sagrista; Laparra, V.; Calbet, X.; Camps-Valls, G.
(2017)
Statistical Atmospheric Parameter Retrieval Largely Benefits from Spatial-Spectral Image Compression. IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
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Koirala, Sujan; Jung, Martin; Reichstein, Markus; de Graaf, Inge E. M.; Camps-Valls, Gustau; Ichii, Kazuhito; Papale, Dario; Raduly, Botond; Schwalm, Christopher R.; Tramontana, Gianluca; Carvalhais, Nuno
(2017)
Global distribution of groundwater-vegetation spatial covariation. Geophysical Research Letters. ISSN: 0094-8276
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Jung, Martin; Reichstein, Markus; Schwalm, Christopher R.; Huntingford, Chris; Sitch, Stephen; Ahlstr\'om,;ers; Arneth, Almut; Camps-Valls, Gustau; Ciais, Philippe; Friedlingstein, Pierre; Gans, Fabian; Ichii, Kazuhito; Jain, Atul K.; Kato, Etsushi; Papale, Dario; Poulter, Ben; Raduly, Botond; R\'odenbeck, Christian; Tramontana, Gianluca; Viovy, Nicolas; Wang, Ying-Ping; Weber, Ulrich; Zaehle, S\'onke; Zeng, Ning
(2017)
Compensatory water effects link yearly global land CO2 sink changes to temperature. Nature. ISSN: 0028-0836
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Martino, L.; Elvira, V.; Gustau Camps-Valls
(2017)
The Recycling Gibbs Sampler for Efficient Learning. Digital Signal Processing. ISSN: 1051-2004
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Borràs, J., Delegido, J., Pezzola, A., Pereira, M., Morassi, G., Camps-Valls, G.
(2017)
Clasificación de usos del suelo a partir de imágenes Sentinel-2. Revista Española de Teledetección, 48, pp. 55 - 66
. ISSN: 1133-0953
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Campos-Taberner, M.; García-Haro, F. J.; Busetto, L.; Ranghetti, L..; Martínez, B.; Gilabert, M. A.; Camps-Valls, G.; Camacho, F.; Boschetti, M.
(2018)
A critical comparison of remote sensing leaf area index estimates over rice-cultivated areas: from sentinel-2 and Landsat-7/8 to MODIS, GEOV1 and EUMETSAT polar system. Remote Sensing, 10(5), p. 763
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Camps-Valls, G.; Martino, L.; Svendsen, D. H; Campos-Taberner, M.; Muñoz-Marí, J.; Laparra, V.;Luengo, D.; García-Haro, F. J.
(2018)
Physics-aware Gaussian processes in remote sensing. Applied Soft Computing, 68, pp. 69 - 82
. ISSN: 1568-4946 -
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Jochem Verrelst; Zbyněk Malenovský; Christiaan Van der Tol; Gustau Camps-Valls; Jean-Philippe Gastellu-Etchegorry; Philip Lewis; Peter North; Jose Moreno
(2018)
Quantifying Vegetation Biophysical Variables from Imaging Spectroscopy Data: A Review on Retrieval Methods. Surveys in Geophysics, 06
. ISSN: 0169-3298
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Ruescas, Ana Belen; Hieronymi, Martin; Mateo-Garcia, Gonzalo; Koponen, Sampsa; Kallio, Kari; Camps-Valls, Gustau
(2018)
Machine Learning Regression Approaches for Colored Dissolved Organic Matter (CDOM) Retrieval with S2-MSI and S3-OLCI Simulated Data. Remote Sensing, 10 (5) 2018
. ISSN: 2072-4292
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Martino, L.;Elvira, V.;Gustau Camps-Valls
(2018)
Group Importance Sampling for Particle Filtering and MCMC. Digital Signal Processing. ISSN: 1051-2004
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Moreno-Martinez, A.; Camps-Valls, G.; Kattge, J.; Robinson, N.; Reichstein, M.; van~Bodegom, P.; Kramer, K.; Cornelissen, J.H.C.; Reich, P.; Bahn, M.; Niinemets, U.; Penuelas, J.; Craine, J.M.; Cerabolini, B.E.L.; Minden, V.; Laughlin, D.C.; Sack, L.; Allred, B.; Baraloto, C.; Byun, C.; Soudzilovskaia, N.A.; Running, S.W.
(2018)
A methodology to derive global maps of leaf traits using remote sensing and climate data. Remote Sensing of Environment. ISSN: 0034-4257
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Luca Martino;Víctor Elvira;Gustau Camps-Valls
(2018)
The Recycling Gibbs sampler for efficient learning. Digital Signal Processing. ISSN: 1051-2004
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José Moreno; José Antonio Sobrino; Gustau Camps-Valls
(2019)
Foreword to the Special Issue on IGARSS 2018. Ieee Journal Of Selected Topics In Applied Earth Observations And Remote Sensing, 12(7), pp. 2012 - 2014
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García-Haro, F. J.; Campos-Taberner, M.; Moreno, A.; Tagesson, H. T.; Camacho, F.; Martínez, B.; Sánchez-Ruiz, S.; Piles, M.; Camps-Valls, G.; Yebra, M.; Gilabert, M. A.
(2020)
A global canopy water content product from AVHRR/Metop. Isprs Journal of Photogrammetry and Remote Sensing, 162, pp. 77 - 93
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Reichstein, M.; Camps-Valls, G.; Stevens, B.; Denzler, J.; Carvalhais, N.; Jung, M. ;Prabhat
(2019)
Deep learning and process understanding for data-driven Earth System Science. Nature, 566(2), pp. 195 - 204
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Gustau Camps-Valls; Dino Sejdinovic; Jakob Runge; Markus Reichstein
(2019)
A Perspective on Gaussian Processes for Earth Observation. National Science Review, 6(4), pp. 616 - 618
. ISSN: 2095-5138
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Jung, M.; Koirala, S.; Weber, U.; Ichii, K.; Gans, F.; Camps-Valls, G.; Papale, D.; Schwalm, C.; Tramontana, G.; Reichstein, M.
(2019)
The FLUXCOM ensemble of global land-atmosphere energy fluxes. Scientific Data, 6(74), pp. 1 - 14
. ISSN: 2052-4463
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Runge, J.; Bathiany, S.; Bollt, E.; Camps-Valls, G.; Coumou, D.; Deyle, E.; Clymour, C.; Kretschmer, M.; Mahecha, M.; Muñoz-Mar\'i, J.; van Nes, E.; Peters, J.; Quax, R.; Reichstein, M.; Scheffer, M.; Sch\'olkopf, B.; Spirtes, P.; Sugihara, G.; Sun, J.; Zhang, K.; Zscheischler, J.
(2019)
Inferring causation from time series with perspectives in Earth system sciences. Nature Communications, 10(2553), pp. 1 - 14
. ISSN: 2041-1723
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Runge, J.; Bathiany, S.; Bollt, E.; Camps-Valls, G.; Coumou, D.; Deyle, E.; Clymour, C.; Kretschmer, M.; Mahecha, M.; Muñoz-Mar\'i, J.; van Nes, E.; Peters, J.; Quax, R.; Reichstein, M.; Scheffer, M.; Sch\'olkopf, B.; Spirtes, P.; Sugihara, G.; Sun, J.; Zhang, K.; Zscheischler, J.
(2019)
Inferring causation from time series with perspectives in Earth system sciences. Nature Communications, 10(2553), pp. 1 - 14
. ISSN: 2041-1723
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Irene E. Teubner; Matthias Forkel; Gustau Camps-Valls; Martin Jung; Diego G. Miralles; Gianluca Tramontana; Robin van der Schalie; Mariette Vreugdenhil; Leander M\'osinger; Wouter A. Dorigo
(2019)
Potential of satellite microwave vegetation optical depth for estimating gross primary production globally. Remote Sensing of Environment, 229(2553), pp. 100 - 113
. ISSN: 0034-4257
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Walther, S.; Duveiller, G.; Jung, M.; Guanter, L.; Cescatti, A.; Camps-Valls, G.
(2019)
Satellite observations of the contrasting response of trees and grasses to variations in water availability. Geophysical Research Letters, 46(46), pp. 11 - 30
. ISSN: 0094-8276
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Wolanin, A.; Guanter, L.; Camps-Valls, G.; Gomez-Chova, L.; Mateo-Garc\'ia, G.; van der Tol, C.; Zhang, Y.
(2019)
Estimating Crop Gross Primary Productivity with Sentinel-2, Radiative Transfer Modeling and Machine Learning Methods. Remote Sensing of Environment, 225(225), pp. 441 - 457
. ISSN: 0034-4257
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J. Marcello; M. Piles; G. Camps-Valls; C. Lopez-Martinez; J. L. Alvarez-Perez; A. Plaza
(2019)
Activities of the IEEE GRSS Spain Chapter. Ieee Geoscience And Remote Sensing Magazine, 7, pp. 177 - 180
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Teubner, Irene E;Forkel, Matthias;Camps-Valls, Gustau;Jung, Martin;Miralles, Diego G;Tramontana, Gianluca;van der Schalie, Robin;Vreugdenhil, Mariette;M{\'o}singer, Leander;Dorigo, Wouter A
(2019)
A carbon sink-driven approach to estimate gross primary production from microwave satellite observations. Remote Sensing of Environment, 229, pp. 100 - 113
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José A. Padrón-Hidalgo ; Valero Laparra ; Nathan Longbotham ; Gustau Camps-Valls
(2019)
Kernel Anomalous Change Detection for Remote Sensing Imagery. IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
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Joaquín García-Sobrino ; Valero Laparra ; Joan Serra-Sagristà ; Xavier Calbet ; Gustau Camps-Valls
(2019)
Improved Statistically Based Retrievals via Spatial-Spectral Data Compression for IASI Data. IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
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Jorge Vicent Servera ; Luis Alonso ; Luca Martino ; Neus Sabater ; Jochem Verrelst ; Gustau Camps-Valls
(2019)
Gradient-Based Automatic Lookup Table Generator for Radiative Transfer Models. IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
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David Malmgren-Hansen; Valero Laparra; Allan Aasbjerg Nielsen; Gustau Camps-Valls
(2019)
Statistical retrieval of atmospheric profiles with deep convolutional neural networks. Isprs Journal of Photogrammetry and Remote Sensing. ISSN: 0924-2716
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Diego Bueso; Maria Piles; Gustau Camps-Valls
(2020)
Explicit Granger Causality in Kernel Hilbert Spaces. Physical Review E. ISSN: 1539-3755
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Padr\'on-Hidalgo, J.A; P\'erez-Suay, A.; Nar, F.; Laparra, V.; Camps-Valls, G.
(2020)
Efficient Kernel Cook's Distance for Remote Sensing Anomalous Change Detection. Ieee Journal Of Selected Topics In Applied Earth Observations And Remote Sensing, 13, pp. 5480 - 5488
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Jung, M.; Schwalm, C.; Migliavacca, M.; Walther, S.; Camps-Valls, G.; Koirala, S.; Anthoni, P.; Besnard, S.; Bodesheim, P.; Carvalhais, N.; Chevallier, F.; Gans, F.; Groll, D. S.; Haverd, V.; Ichii, K.; Jain, A. K.; Liu, J.; Lombardozzi, D.; Nabel, J. E. M. S.; Nelson, J. A.; Pallandt, M.; Papale, D.; Peters, W.; Pongratz, J.; R\'odenbeck, C.; Sitch, S.; Tramontana, G.; Weber, U.; Reichstein, M.; Koehler, P.; O'Sullivan, M.; Walker, A.
(2020)
Scaling carbon fluxes from eddy covariance sites to globe: Synthesis and evaluation of the FLUXCOM approach. Biogeosciences, 17, pp. 1343 - 1365
. ISSN: 1726-4170
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Sauz\`ede, R; Johnson, J Emmanuel; Claustre, H; Camps-Valls, G; Ruescas, AB
(2020)
Estimation of Oceanic Particulate Organic Carbon with Machine Learning. ISPRS annals of the photogrammetry, remote sensing and spatial information sciences, 2, pp. 949 - 956
. ISSN: 2194-9050
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S. Salcedo-Sanz; P. Ghamisi; M. Piles; M. Werner; L. Cuadra; A. Moreno-Martínez; E. Izquierdo-Verdiguier; J. Muñoz-Marí; Amirhosein Mosavi; G. Camps-Valls
(2020)
Machine learning information fusion in Earth observation: A comprehensive review of methods, applications and data sources. Information Fusion, 63, pp. 256 - 272
. ISSN: 1566-2535
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Álvaro Moreno-Martínez; Emma Izquierdo-Verdiguier; Marco P. Maneta; Gustau Camps-Valls; Nathaniel Robinson; Jordi Muñoz-Marí; Fernando Sedano; Nicholas Clinton; Steven W. Running
(2020)
Multispectral high resolution sensor fusion for smoothing and gap-filling in the cloud. Remote Sensing of Environment, 247
. ISSN: 0034-4257
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Tramontana, G.; Migliavacca, M.; Jung, M.; Reichstein, M.; Keenan, T.; Camps-Valls, G.; Ogee, J.; Verrelst, J.; Papale, D.
(2020)
Partitioning net carbon dioxide fluxes into photosynthesis and respiration using neural networks. Global Change Biology, 26(9)
. ISSN: 1354-1013 -
Estévez, J., Vicent, J., Rivera-Caicedo, J.P., Morcillo-Pallares, P., Vuolo, F., Sabater, N., Moreno, J., Verrelst, J.
(2020)
Gaussian processes retrieval of LAI from Sentinel-2 top-of-atmosphere radiance data. Isprs Journal of Photogrammetry and Remote Sensing, 167, pp. 289 - 304
. ISSN: 0924-2716
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Miguel Mahecha; Fabian Gans; Gunnar Brandt; Rune Christiansen; Sarah Cornell; Normann Fomferra; Guido Kraemer; Jonas Peters; Gustau Camps-Valls; Jonathan Donges; Wouter Dorigo; Lina Estupinan-Suarez; Victor Gutierrez-Velez; Martin Gutwin; Martin Jung; Maria Londono; Diego Miralles; Phillip Papastefanou; and Markus Reichstein
(2020)
Earth system data cubes unravel global multivariate dynamics. Earth System Dynamics, 11
. ISSN: 2190-4979
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Guido Kraemer; Gustau Camps-Valls; Markus Reichstein; Jeroen Smits; Miguel D. Mahecha
(2020)
Summarizing the state of the terrestrial biosphere in few dimensions. Biogeosciences, 17
. ISSN: 1726-4170
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Guido Kraemer; Markus Reichstein; Gustau Camps-Valls; Jeroen Smits; Miguel D. Mahecha
(2020)
The Low Dimensionality of Development. Social Indicators Research. ISSN: 0303-8300
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Johnson, J. E.; Laparra, V.; Camps-Valls, G.
(2020)
Accounting for Input Noise in Gaussian Process Parameter Retrieval. Ieee Geoscience And Remote Sensing Letters. ISSN: 1545-598X
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Svendsen, D.H.; Martino, L.; Camps-Valls, G.
(2020)
Active emulation of computer codes with Gaussian processes - Application to remote sensing. Pattern Recognition, 100
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G. Camps-Valls; M. Campos-Taberner; Álvaro Moreno-Martínez; S. Walther; G. Duveiller; A. Cescatti; M. D. Mahecha; J. Muñoz-Marí; F.J. García-Haro; L. Guanter; M. Jung; J. A. Gamon; M. Reichstein; S. W. Running
(2021)
A Unified Vegetation Index for Quantifying the Terrestrial Biosphere. Science Advances, 7(9), p. 7447
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Gregory Duveiller; Gustau Camps-Valls; Guido Ceccherini; Alessandro Cescatti
(2021)
Spatial homogeneity from temporal stability: Exploiting the combined hyper-frequent revisit of Terra and Aqua to guide Earth System Science. Remote Sensing of Environment. ISSN: 0034-4257
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Camps-Valls, Gustau; Campos-Taberner, Manuel; Moreno-Martínez, Álvaro; Walther, Sophia; Duveiller, Gregory; Cescatti, Alessandro; Mahecha, Miguel D.; Muñoz-Marí, Jordi; García-Haro, Francisco Javier; Guanter, Luis; Jung, Martin; Gamon, John A.; Reichstein, Markus; Running, Steven W.
(2021)
A unified vegetation index for quantifying the terrestrial biosphere. Science Advances. ISSN: 2375-2548
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Llorente, Fernando; Martino, Luca; Delgado-G\'omez, D; Camps-Valls, Gustau
(2021)
Deep importance sampling based on regression for model inversion and emulation. Digital Signal Processing. ISSN: 1051-2004
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Tuia, D.; Roscher, R.; Wegner, J.D.; Jacobs, N.; Zhu, X.X.; Camps-Valls, G.
(2021)
Towards a Collective Agenda on AI for Earth Science Data Analysis. Ieee Geoscience And Remote Sensing Magazine. ISSN: 2168-6831
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J. Emmanuel Johnson; Valero Laparra; Maria Piles; Gustau Camps-Valls
(2021)
Gaussianizing the Earth: Multidimensional Information Measures for Earth Data Analysis. Ieee Geoscience And Remote Sensing Magazine. ISSN: 2168-6831
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Blix, K.; Ruescas, A.; Johnson, E.; Camps-Valls, G.
(2021)
Learning Relevant Features of Optical Water Types. Ieee Geoscience And Remote Sensing Letters. ISSN: 1545-598X
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Martínez-Ferrer, L.; Piles, M.; Camps-Valls, G.
(2021)
Crop Yield Estimation and Interpretability With Gaussian Processes. Ieee Geoscience And Remote Sensing Letters. ISSN: 1545-598X
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Svendsen, D.H.; Hernàndez-Lobato, D.; Laparra, V.; Martino, L.; Moreno-Martínez, A.; Camps-Valls, G.
(2021)
Inference over Radiative Transfer Models using Variational and Expectation Maximization Methods. Machine Learning. ISSN: 0885-6125
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Salcedo-Sanz, S.; Piles, M.; Cuadra, L.; Casanova-Mateo, C.; Caamaño, A. J.; Sanz-Justo, J.; Cerro-Prada, E.; Camps-Valls, G.
(2021)
Long-term Persistence, Invariant Time Scales and On-off Intermittency of Fog Events. Atmospheric Research. ISSN: 0169-8095
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Martino, L.; Elvira, V.; López-Santiago, J.; Camps-Valls, G.
(2021)
Compressed particle methods for expensive models with application in Astronomy and Remote Sensing. IEEE Transactions on Aerospace and Electronic Systems. ISSN: 0018-9251
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Forzieri, G.; Girardello, M.; Ceccherini, G.; Spinoni, J.; Feyen, L.; Hartmann, H.; Beck, P.S.A; Camps-Valls, G.; Chirici, G.; Mauri, A.; Cescatti, A.
(2021)
Emergent vulnerability to climate-driven disturbances in European forests. Nature Communications. ISSN: 2041-1723
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Mateo-Sanchis, Anna; Piles, Maria; Amoros-López, Julia; Muñoz-Marí, Jordi; Adsuara, Jose; Moreno-Martínez, Álvaro; Camps-Valls, Gustau
(2021)
Learning main drivers of crop progress and failure in Europe with interpretable machine learning. International Journal Of Applied Earth Observation And Geoinformation. ISSN: 0303-2434
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Camps-Valls, G.; Campos-Taberner, M.; Laparra, V. ; Martino, L. ; Munoz-Mari, J.
(2022)
Retrieval of Physical Parameters with Deep Structured Kernel Regression. IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
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Watson-Parris, D.; Rao, Y.; Olivié, D.; Seland, Ø.; Nowack, P.; Camps-Valls, G.; Stier, P.; Bouabid, S.; Dewey, M.; Fons, E.; Gonzalez, J.; Harder, P.; Jeggle, K.; Lenhardt, J.; Manshausen, P.; Novitasari, M.; Ricard, L.; Roesch, C.
(2022)
ClimateBench v1.0: A Benchmark for Data-Driven Climate Projections. Journal Of Advances In Modeling Earth Systems. ISSN: 1942-2466
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Kondylatos, S.; Prapas, I.; Ronco, M.; Papoutsis, I.; Camps-Valls, G.; Piles, M.; Fernández-Torres, M.A.; Carvalhais, N.
(2022)
Wildfire Danger Prediction and Understanding with Deep Learning. Geophysical Research Letters. ISSN: 0094-8276
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Jun Li; Zhaocong Wu; Qinghong Sheng; Bo Wang; Zhongwen Hu; Shaobo Zheng; Gustau Camps-Valls; Matthieu Molinier
(2022)
A hybrid generative adversarial network for weakly-supervised cloud detection in multispectral images. Remote Sensing of Environment. ISSN: 0034-4257
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Martínez-Ferrer, L.; Moreno-Martínez, A.; Campos-Taberner, M.; García-Haro, F.J.; Muñoz-Marí, J.; Running, S.W.; Kimball, J.; Clinton, N.; Camps-Valls, G.
(2022)
Quantifying uncertainty in high resolution biophysical variable retrieval with machine learning. Remote Sensing of Environment. ISSN: 0034-4257
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Zhu Li; Adrián Pérez-Suay; Gustau Camps-Valls; Dino Sejdinovic
(2022)
Kernel dependence regularizers and Gaussian processes with applications to algorithmic fairness. Pattern Recognition. ISSN: 0031-3203
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Camps-Valls, G.
(2022)
Commentary on 'Physics-informed deep learning parameterization of ocean vertical mixing improves climate simulations' by Zhu et al. National Science Review. ISSN: 2095-5138
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Padron, J.; Laparra, V.; Camps-Valls, G.
(2022)
Unsupervised Anomaly and Change Detection with Multivariate Gaussianization. IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
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Taskin, G.; Camps-Valls, G.
(2022)
Graph Embedding via High Dimensional Model Representation for Hyperspectral Images. IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
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Jordi Cort\'es-Andr\'es; Gustau Camps-Valls; Sebastian Sippel; Enik\Ho Sz\'ekely; Dino Sejdinovic; Emiliano Diaz; Adri\'an P\'erez-Suay; Zhu Li; Miguel Mahecha; Markus Reichstein
(2022)
Physics-aware Nonparametric Regression Models for Earth Data Analysis. Environmental Research Letters. ISSN: 1748-9326
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M. Piles; J. Muñoz-Marí; A. Guerrero-Curieses; G. Camps-Valls; J. L. Rojo-Álvarez
(2022)
Autocorrelation Metrics to Estimate Soil Moisture Persistence From Satellite Time Series: Application to Semiarid Regions. IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
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Persello, C.; Wegner, J.D.; Hänsch, R.; Tuia, D.; Ghamisi, P.; Koeva, M.; Camps-Valls, G.
(2022)
Deep Learning and Earth Observation to Support the Sustainable Development Goals: Current approaches, open challenges, and future opportunities. IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
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Salcedo-Sanz, S.; Casillas-P\'erez, D.; Del Ser, J.; Casanova-Mateo, C.; Cuadra, L.; Piles, M.; Camps-Valls, G.
(2022)
Persistence in complex systems. Physics reports. ISSN: 0370-1573
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