Fitxa persona

GUSTAU CAMPS VALLS
PDI-Catedratic/a d'Universitat

gustau.camps@uv.es
http://www.uv.es/gcamps
http://isp.uv.es
http://ieeexplore.ieee.org/search/searchresult.jsp?newsearch=true&queryText=camps-valls

Área de conocimiento: TECNOLOGIA ELECTRONICA
Departamento: Ingeniería Electrónica

(9635) 44064

Biografía

Gustau Camps-Valls (born in 1972 in València) is a Physicist and Full Professor in Electrical Engineering at the Universitat de València, Spain, where lectures on machine learning, remote sensing, and signal processing. He is the Head of the Image and Signal Processing (ISP) group, an interdisciplinary group of 50 researchers working at the intersection of AI for Earth and Climate sciences.

Prof. Camps-Valls published over 200+ peer-reviewed international journal papers, 300+ international conference papers, 25 book chapters, and 6 international books on remote sensing, image processing, and machine learning. He has an h-index of 95 with 43000+ citations in Google Scholar. He was listed as a Highly Cited Researcher in 2011, 2019-2023 (1% top-cited researcher in the area of Geosciences), and currently has 13 «Highly Cited Papers» and 1 «Hot Paper» Thomson Reuters ScienceWatch identified his activities as a Fast Moving Front research (2011) and the most-cited paper in the area of Engineering in 2011, received the Google Classic paper award (2019), and Stanford Metrics includes him in the top 2% most cited researchers of 2017-2020. He publishes in both technical and scientific journals, from IEEE and PLOS One to Nature, Nature Communications, Science Advances, and PNAS.

He has been Program Committee member of international conferences (IEEE, SPIE, EGU, AGU), and Technical Program Chair at IEEE IGARSS 2018 (2400+ attendees). He served in technical committees of the IEEE GRSS & IEEE SPS, as Associate Editor of 5 top IEEE journals, and in the prestigious IEEE Distinguished Lecturer program of the GRSS (2017-2019) to promote «AI in Earth sciences» globally. He has given 100+ talks, was a keynote speaker at 20+ conferences, and (co)advised 20+ PhD theses.

He coordinated/participated in 60+ research projects involving industry and academia at national and European levels. He assisted the aerospace industry in Advisory Boards; he is a Fellow Consultant of the ESA PhiLab (2019) and a member of the EUMETSAT MTG-IRS Science Team. He is committed to open source/access in Science and is a habitual panel evaluator for H2020 (ERC, FET), NSF, China, and Swiss Science Foundations.

He coordinates the ‘Machine Learning for Earth and Climate Sciences' research program of ELLIS, the top network of excellence on AI in Europe. He was elevated to IEEE Fellow member (2018) in two Societies (Geosciences and Signal Processing) and to ELLIS Fellow (2019). Prof. Camps-Valls is the only researcher receiving two European Research Council (ERC) grants in two different areas: an ERC Consolidator (2015, Computer Science) and ERC Synergy (2019, Physical Sciences) grants to advance AI for Earth and Climate Sciences.

Formación académica

Publicaciones en revistas

Campos-Taberner, M.; García-Haro, F. J.; Moreno, A.; Gilabert, M. A.; Sánchez-Ruiz, S.; Martínez, B.; Camps-Valls, G. (2015) Mapping leaf area index with a smartphone and gaussian processes. Ieee Geoscience And Remote Sensing Letters, 12(12), pp. 2501 - 2505 . ISSN: 1545-598X
Emma Izquierdo-Verdiguier; Robert Jenssen; Luis Gómez-Chova; Gustavo Camps-Valls (2015) Spectral clustering with the probabilistic cluster kernel. Neurocomputing, 149(C), pp. 1299 - 1304 . ISSN: 0925-2312
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
Verrelst, J.; Camps-Valls, G.; Muñoz-Marí, J.; Rivera, J.P.; Veroustraete, F.; Clevers, J.G.P.W.; Moreno, J. (2015) Optical remote sensing and the retrieval of terrestrial vegetation bio-geophysical properties - A review. Isprs Journal of Photogrammetry and Remote Sensing, 108, pp. 273 - 290 . ISSN: 0924-2716
Rivera, J.P.; Verrelst, J.; Gómez-Dans, J.; Muñoz-Marí, J.; Moreno, J.; Camps-Valls, G. (2015) An Emulator Toolbox to Approximate Radiative Transfer Models with Statistical Learning. Remote Sensing, 7, pp. 9347 - 9370 . ISSN: 2072-4292
Luis Gómez-Chova; Devis Tuia; Gabriele Moser; Gustau Camps-Valls (2015) Multimodal Classification of Remote Sensing Images: A Review and Future Directions. Proceedings of the IEEE, 103(9), pp. 1560 - 1584 . ISSN: 0018-9219
Gustau Camps-Valls; Jochem Verrelst; Jordi Munoz-Mari; Valero Laparra; Fernando Mateo-Jimenez; Jose Gomez-Dans (2016) A Survey on Gaussian Processes for Earth Observation Data Analysis. Ieee Geoscience And Remote Sensing Magazine, 4(2), pp. 1 - 16 . ISSN: 2168-6831
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
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
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
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
Campos-Taberner, M.; García-Haro, F. J.; Camps-Valls, G.; Grau-Muedra, G.; Nutini, F.; Crema, A.; Boshetti, M. (2016) Multitemporal and multiresolution leaf area index retrieval for operational local rice crop monitoring. Remote Sensing of Environment, 187, pp. 102 - 118 . ISSN: 0034-4257
Jochem Verrelst; Neus Sabater; Juan Pablo Rivera; Jordi Muñoz-Marí; Jorge Vicent; Gustau Camps-Valls; José Moreno (2016) Emulation of leaf, canopy and atmosphere radiative transfer models for fast global sensitivity analysis. Remote Sensing, 8(8) . ISSN: 2072-4292
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
J.Verrelst; S. Dethier; J.P. Rivera; J. Muñoz-Marí; G. Camps-Valls; J. Moreno (2016) Active Learning Methods for Efficient Hybrid Biophysical Variable Retrieval. Ieee Geoscience And Remote Sensing Letters, 13(7), pp. 1012 - 1016 . ISSN: 1545-598X
Verrelst J.; Rivera, J.P.; Gitelson, A.; Delegido, J.; Moreno, J.; Camps-Valls, G., (2016) Spectral band selection for vegetation properties retrieval using Gaussian processes regression. International Journal Of Applied Earth Observation And Geoinformation, 52, pp. 554 - 567 . ISSN: 0303-2434
Tuia, D.; Marcos, D.; Camps-Valls, G. (2016) Multi-temporal and Multi-source Remote Sensing Image Classification by Nonlinear Relative Normalization. Isprs Journal of Photogrammetry and Remote Sensing, 120, pp. 1 - 12 . ISSN: 0924-2716
Camps-Valls, G. (2016) Kernel spectral angle mapper. Electronics Letters, 52(14), pp. 1218 - 1220 . ISSN: 0013-5194
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
Mateo, F.; Muñoz-Marí, J.; Laparra, V.; Verrelst, J.; Camps-Valls, G. (2016) Learning Structures in Earth Observation Data with Gaussian Processes. Lecture Notes in Artificial Intelligence, 13, pp. 4291 - 4313 . ISSN: 0302-9743
Tuia, D.; Camps-Valls, G. (2016) Kernel Manifold Alignment for Domain Adaptation. Plos One, 6 . ISSN: 1932-6203
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
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
Adrián Pérez-Suay; Julia Amorós-López; Luis Gómez-Chova; Valero Laparra; Jordi Muñoz-Marí; Gustau Camps-Valls (2017) Randomized kernels for large scale Earth observation applications. Remote Sensing of Environment, 202, pp. 54 - 63 . ISSN: 0034-4257
M. Piles; D. Chaparro; D. Entekhabi; A. G. Konings; T. Jagdhuber; G. Camps-Valls (2017) Remote Sensing of vegetation dynamics in agro-ecosystems using SMAP vegetation optical depth and optical vegetation indices. Geoscience and Remote Sensing (IGARSS), IEEE International Symposium, pp. 4346 - 4349 . ISSN: 2153-6996
Joaquín García-Sobrino; Joan Serra-Sagristà; Valero Laparra; Xavier Calbet; Gustau Camps-Valls (2017) Statistical Atmospheric Parameter Retrieval Largely Benefits from Spatial-Spectral Image Compression. IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
J. Verrelst; J.P. Rivera Caicedo; J. Muñoz-Mari, G. Camps-Valls; J. Moreno (2017) SCOPE-Based Emulators for Fast Generation of Synthetic Canopy Reflectance and Sun-Induced Fluorescence Spectra. Remote Sensing, 9(9) . ISSN: 2072-4292
J.P. Rivera Caicedo; J. Verrelst; J. Muñoz-Mari, G. Camps-Valls; J. Moreno (2017) Hyperspectral dimensionality reduction for biophysical variable statistical retrieval. Isprs Journal of Photogrammetry and Remote Sensing, 132, pp. 88 - 101 . ISSN: 0924-2716
Pablo Morales-Álvarez; Adrián Pérez-Suay; Rafael Molina; Gustau Camps-Valls (2017) Remote Sensing Image Classification With Large-Scale Gaussian Processes. IEEE Transactions on Geoscience and Remote Sensing, 56(2), pp. 1103 - 1114 . ISSN: 0196-2892
Adrián Pérez-Suay; Gustau Camps-Valls (2017) Sensitivity maps of the Hilbert-Schmidt independence criterion. Applied Soft Computing. ISSN: 1568-4946
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
Luis Gómez-Chova; Julia Amorós-López; Gonzalo Mateo-García; Jordi Muñoz-Marí; Gustau Camps-Valls (2017) Cloud masking and removal in remote sensing image time series. Journal Of Applied Remote Sensing, 11(1), p. 015005 . ISSN: 1931-3195
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
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
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
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
Martino, L.; Elvira, V.; Gustau Camps-Valls (2017) The Recycling Gibbs Sampler for Efficient Learning. Digital Signal Processing. ISSN: 1051-2004
Svendsen, D. H.; Martino, L.; Campos-Taberner, M.; García-Haro, F. J.; Camps-Valls, G. (2018) Joint Gaussian Processes for Biophysical Parameter Retrieval. IEEE Transactions on Geoscience and Remote Sensing, 56(3), pp. 1718 - 1727 . ISSN: 0196-2892
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
García-Haro, F.J.; Campos-Taberner, M.; Muñoz-Marí, J.; Laparra, V.; Camacho, F.; Sánchez-Zapero, J.; Camps-Valls, G. (2018) Derivation of global vegetation biophysical parameters from EUMETSAT Polar System. Isprs Journal of Photogrammetry and Remote Sensing, 139, pp. 57 - 74 . ISSN: 0924-2716
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 . ISSN: 2072-4292
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
Luis Gómez-Chova; Raúl Santos-Rodríguez; Gustau Camps-Valls (2018) Signal-to-noise ratio in reproducing kernel Hilbert spaces. Pattern Recognition Letters, 112, pp. 75 - 82 . ISSN: 0167-8655
Gonzalo Mateo-García; Luis Gómez-Chova; Julia Amorós-López; Jordi Muñoz-Marí; Gustau Camps-Valls (2018) Multitemporal Cloud Masking in the Google Earth Engine. Remote Sensing, 10(7), p. 1079 . ISSN: 2072-4292
Campos-Taberner, M.; Moreno-Martínez, A.; García-Haro, F.J.; Camps-Valls, G.; Robinson, N.P.; Kattge, J.; Running, S.W. (2018) Global Estimation of Biophysical Variables from Google Earth Engine Platform. Remote Sensing, 10(8), p. 1167 . ISSN: 2072-4292
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
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
Mateo, A.; Muñoz-Marí, J.; Pérez-Suay, A.; Camps-Valls, G. (2018) Warped Gaussian Processes in Remote Sensing Parameter Estimation and Causal Inference. Ieee Geoscience And Remote Sensing Letters. ISSN: 1545-598X
Adrián Pérez-Suay; Julia Amorós-López; Luis Gómez-Chova; Jordi Muñoz-Marí; Dieter Just; Gustau Camps-Valls (2018) Pattern Recognition Scheme for Large-Scale Cloud Detection over Landmarks. Ieee Journal Of Selected Topics In Applied Earth Observations And Remote Sensing, 11(11), pp. 3977 - 3987 . ISSN: 1939-1404
Vicent, J.;Alonso, L.;Martino, L.;Sabater, N.;Verrelst, J.; Camps-Valls, G.; Moreno, J. (2018) Gradient-based Automatic Look-Up Table Generator for Radiative Transfer Models. IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
Vicent, J.; Verrelst, J.;Rivera-Caicedo, J.P.; Sabater, N.; Muñoz-Marí, J. ; Camps-Valls, G; Moreno, J. (2018) Emulation as an Accurate Alternative to Interpolation in Sampling Radiative Transfer Codes. Ieee Journal Of Selected Topics In Applied Earth Observations And Remote Sensing, 11(12), pp. 4918 - 4931 . ISSN: 1939-1404
Martino, L.;Elvira, V.;Gustau Camps-Valls (2018) Group Importance Sampling for Particle Filtering and MCMC. Digital Signal Processing. ISSN: 1051-2004
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
Irene E. Teubner; Matthias Forkel; Martin Jung; Yi Y. Liu; Diego G. Miralles; Robert Parinussa; Robin van der Schalie; Mariette Vreugdenhil; Christopher R. Schwalm; Gianluca Tramontana; Gustau Camps-Valls; Wouter A. Dorigo (2018) Assessing the relationship between microwave vegetation optical depth and gross primary production. International Journal Of Applied Earth Observation And Geoinformation, 65, pp. 79 - 91 . ISSN: 0303-2434
Aleksandra Wolanin; Gustau Camps-Valls; Luis Gómez-Chova; Gonzalo Mateo-García; Christiaan van der Tol; Yongguang Zhang; Luis Guanter (2019) stimating crop primary productivity with Sentinel-2 and Landsat 8 using machine learning methods trained with radiative transfer simulations. Remote Sensing of Environment, 225, pp. 441 - 457 . ISSN: 0034-4257
Adrián Pérez-Suay, Gustau Camps-Valls (2019) Causal Inference in Geoscience and Remote Sensing From Observational Data. IEEE Transactions on Geoscience and Remote Sensing, 57(3), pp. 1502 - 1513 . ISSN: 0196-2892
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 . ISSN: 1939-1404
Anna Mateo-Sanchis, Maria Piles, Jordi Muñoz-Marí, Jose E. Adsuara, Adrián Pérez-Suay, Gustau Camps-Valls (2019) Synergistic integration of optical and microwave satellite data for crop yield estimation. Remote Sensing of Environment, 234(111460) . ISSN: 0034-4257
J. E. Adsuara, Adrián Pérez-Suay, J. Muñoz-Marí, A. Mateo-Sanchis, M. Piles and G. Camps-Valls (2019) Nonlinear Distribution Regression for Remote Sensing Applications. IEEE Transactions on Geoscience and Remote Sensing, 57(12), pp. 10025 - 10035 . ISSN: 0196-2892
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 . ISSN: 0924-2716
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 . ISSN: 0028-0836
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
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
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
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
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
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
Pipia, L.; Muñoz-Marí, J.; Amin, E.; Belda, S.; Camps-Valls, G.; Verrelst, J. (2019) Fusing optical and SAR time series for LAI gap filling with multioutput Gaussian processes. Remote Sensing of Environment, 235, p. 1111452 . ISSN: 0034-4257
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 . ISSN: 2168-6831
Aleksandra Wolanin; Gonzalo Mateo-García; Gustau Camps-Valls; Luis Gómez-Chova; Michele Meroni; Gregory Duveiller; You Liangzhi; Luis Guanter (2020) Estimating and understanding crop yields with explainable deep learning in the Indian Wheat Belt. Environmental Research Letters, 15(2), pp. 1 - 12 . ISSN: 1748-9326
D. Bueso; M. Piles; G. Camps-Valls (2020) Nonlinear PCA for Spatio-Temporal Analysis of Earth Observation Data. IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
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 . ISSN: 0034-4257
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
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
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
Campos-Taberner, M.; García-Haro, F. J.; Martínez, B.; Izquierdo-Verdiguier, E.; Atzberger, C.; Camps-Valls, G.; Gilabert, M. A. (2020) Understanding deep learning in land use classification based on Sentinel-2 time series. Scientific Reports, 10, p. 17188 . ISSN: 2045-2322
Laura Martínez-Ferrer; María Piles; Gustau Camps-Valls; (2020) Crop Yield Estimation and Interpretability With Gaussian Processes. Ieee Geoscience And Remote Sensing Letters. ISSN: 1545-598X
D. Heestermans-Svendsen; P. Morales-Alvarez; A. B. Ruescas; R. Molina; G. Camps-Valls. (2020) Deep Gaussian Processes for Biogeophysical Parameter Retrieval and Model Inversion. Isprs Journal of Photogrammetry and Remote Sensing. ISSN: 0924-2716
Berger, K.; Verrelst, J.; Feret, J-B.; Hank, T.; Wocher, M.; Camps-Valls, G. (2020) Retrieval of aboveground crop nitrogen content with a hybrid machine learning method. International Journal Of Applied Earth Observation And Geoinformation. ISSN: 0303-2434
J. Emmanuel Johnson ;Valero Laparra; Adrián Pérez-Suay; Miguel D. Mahecha; Gustau Camps-Valls (2020) Kernel methods and their derivatives: Concept and perspectives for the Earth system sciences. Plos One. ISSN: 1932-6203
Schlund, M.; Eyring, V.; Camps-Valls, G.; Friedlingstein, P.; Gentine, P.; Reichstein, R. (2020) Constraining uncertainty in projected gross primary production with machine learning. Biogeosciences. ISSN: 1726-4170
Diego Bueso; Maria Piles; Gustau Camps-Valls (2020) Explicit Granger Causality in Kernel Hilbert Spaces. Physical Review E. ISSN: 1539-3755
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 . ISSN: 1939-1404
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
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
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
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
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
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
José A. Padrón Hidalgo; Adrián Pérez-Suay; Fatih Nar; Gustau Camps-Valls (2021) Efficient Nonlinear RX Anomaly Detectors. Ieee Geoscience And Remote Sensing Letters, 18(2), pp. 231 - 235 . ISSN: 1545-598X
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
Guido Kraemer; Markus Reichstein; Gustau Camps-Valls; Jeroen Smits; Miguel D. Mahecha (2020) The Low Dimensionality of Development. Social Indicators Research. ISSN: 0303-8300
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
Svendsen, D.H.; Martino, L.; Camps-Valls, G. (2020) Active emulation of computer codes with Gaussian processes - Application to remote sensing. Pattern Recognition, 100 . ISSN: 0031-3203
J. Muñoz-Marí; E. Izquierdo-Verdiguier; M. Campos-Taberner; A. Pérez-Suay; L. Gómez-Chova; G. Mateo-García; A. B. Ruescas; V. Laparra; J. A. Padrón; J- Amoros; G. Camps-Valls (2019) A Web Platform for Benchmarking Remote-Sensing Image Classifiers. Ieee Geoscience And Remote Sensing Magazine. ISSN: 2168-6831
Veronica Nieves; Cristina Radin; Gustau Camps-Valls (2021) Predicting regional coastal sea level changes with machine learning. Scientific Reports(11), p. 7650 . ISSN: 2045-2322
Vicent, J.; Rivera-Caicedo, J.P.; Verrelst, J.; Muñoz-Marí, J.; Sabater, N.; Berthelot, B.; Camps-Valls, G.; Moreno, J. (2021) Systematic Assessment of MODTRAN Emulators for Atmospheric Correction. IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
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 . ISSN: 2375-2548
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, 60, pp. 1 - 17 . ISSN: 0196-2892
Anna Mateo-Sanchis; Maria Piles; Julia Amorós-López, Jordi Muñoz-Marí, Jose E. Adsuara, Álvaro Moreno-Martínez, Gustau Camps-Valls (2021) Learning main drivers of crop progress and failure in Europe with interpretable machine learning. International Journal Of Applied Earth Observation And Geoinformation, 104, pp. 1 - 11 . ISSN: 0303-2434
Katalin Blix; Ana Belen Ruescas; Juan Emmanuel Johnson; Gustau Camps-Valls (2021) Learning Relevant Features of Optical Water Types. Ieee Geoscience And Remote Sensing Letters. ISSN: 1545-598X
J.A. Padron-Hidalgo, V. Laparra, and G. Camps-Valls (2021) Unsupervised Anomaly and Change Detection With Multivariate Gaussianization. IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
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
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
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
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
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
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
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
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
D. H. Svendsen, M. Piles, J. Muñoz-Marí, D. Luengo, L. Martino and G. Camps-Valls (2022) Integrating Domain Knowledge in Data-Driven Earth Observation With Process Convolutions. IEEE Transactions on Geoscience and Remote Sensing, 60, pp. 1 - 15 . ISSN: 0196-2892
Emiliano Díaz; Jose E. Adsuara; Álvaro Moreno Martínez; María Piles; Gustau Camps-Valls (2022) Inferring causal relations from observational long-term carbon and water fluxes records. Scientific Reports, 12(1), pp. 1 - 12 . ISSN: 2045-2322
Laura Martínez-Ferrer; Álvaro Moreno-Martínez; Manuel Campos-Taberner; Francisco Javier García-Haro; Jordi Muñoz-Marí; Steven W Running; John Kimball; Nicholas Clinton; Gustau Camps-Valls (2022) Quantifying uncertainty in high resolution biophysical variable retrieval with machine learning. Remote Sensing of Environment, 280(113199) . ISSN: 0034-4257
Qiang Wang; Álvaro Moreno-Martínez; Jordi Muñoz-Marí; Manuel Campos-Taberner; Gustau Camps-Valls (2023) Estimation of vegetation traits with kernel NDVI. Isprs Journal of Photogrammetry and Remote Sensing, 195, pp. 408 - 417 . ISSN: 0924-2716
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
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
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
Arndt Kaps; Axel Lauer; Gustau Camps-Valls; Pierre Gentine; Luis Gómez-Chova; Veronika Eyring (2023) Machine-Learned Cloud Classes from Satellite Data for Process-Oriented Climate Model Evaluation. IEEE Transactions on Geoscience and Remote Sensing, 61(4100515), pp. 1 - 15 . ISSN: 0196-2892
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
A. Mateo-Sanchis, J. E. Adsuara, M. Piles, J. Muñoz-Marí, A. Pérez-Suay and G. Camps-Valls (2023) Interpretable Long-Short Term Memory Networks for Crop Yield Estimation. Ieee Geoscience And Remote Sensing Letters, 20, pp. 1 - 5 . ISSN: 1545-598X
D. Bueso, M. Piles, P. Ciais, J-P. Wigneron, Á. Moreno-Martínez, G. Camps-Valls (2023) Soil and vegetation water content identify the main terrestrial ecosystem changes. National Science Review. ISSN: 2095-5138
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
M. Ronco; J.M. Tárraga; J. Muñoz-Marí; M. Piles; E. Sevillano-Marco; Q. Wang; M.T. Miranda-Espinosa; S. Ponserre; G. Camps-Valls (2023) Exploring interactions between socioeconomic context and natural hazards on human population displacement. Nature Communications, 14(8004) . ISSN: 2041-1723
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
Adrian Perez-Suay;Paula Gordaliza;Jean-Michel Loubes;Dino Sejdinovic;Gustau Camps-Valls (2023) Fair Kernel Regression through Cross-Covariance Operators. Transactions on Machine Learning Research. ISSN: 2835-8856
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
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
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
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, 60, pp. 1 - 17 . ISSN: 0196-2892
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
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
Campos-Taberner, M.; García-Haro, F. J.; Martínez, B.; Sánchez-Ruiz, S.; Moreno-Martínez, A.; Camps-Valls, G.; Gilabert, M. A. (2023) Land use classification over smallholding areas in the European Common Agricultural Policy framework. Isprs Journal of Photogrammetry and Remote Sensing, 197, pp. 320 - 334 . ISSN: 0924-2716
Ronco, M.; Camps-Valls, G. (2023) Role of locality, fidelity and symmetry regularization in learning explainable representations. Neurocomputing. ISSN: 0925-2312
Bueso, Diego; Piles, Maria; Ciais, Philippe; Wigneron, Jean-Pierre; Moreno-Mart\'\inez, \'Alvaro; Camps-Valls, Gustau (2023) Soil and vegetation water content identify the main terrestrial ecosystem changes. National Science Review. ISSN: 2095-5138
Gustau Camps-Valls; Andreas Gerhardus; Urmi Ninad; Gherardo Varando; Georg Martius; Emili Balaguer-Ballester; Ricardo Vinuesa; Emiliano Diaz; Laure Zanna; Jakob Runge (2023) Discovering causal relations and equations from data. Physics reports. ISSN: 0370-1573
Celik, Mehmet Furkan; Isik, Mustafa Serkan; Taskin, Gulsen; Erten, Esra; Camps-Valls, Gustau (2023) Explainable Artificial Intelligence for Cotton Yield Prediction with Multisource Data. Ieee Geoscience And Remote Sensing Letters. ISSN: 1545-598X
Diaz, A.; Johnson, J.E.; Varando, G.; Camps-Valls, G. (2023) Learning latent functions for causal discovery. Machine Learning-Science And Technology. ISSN: 2632-2153
Taskin, G.; Yetkin, E.F.; Camps-Valls, G. (2023) A Scalable Unsupervised Feature Selection with Orthogonal Graph Representation for Hyperspectral Images. IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
Jeggle, K.; Neubauer, D.; Camps-Valls, G.; Lohmann, U. (2023) Understanding cirrus clouds using explainable machine learning. Environmental Data Science. ISSN: 2634-4602
Gonzalez-Calabuig, M.; Cortés-Andrés, J.; Williams, T.; Zhang, M.; Pellicer-Valero, O.J.; Fernández-Torres, M.Á.; Camps-Valls, G. (2024) The AIDE Toolbox: AI for Disentangling Extreme Events. Ieee Geoscience And Remote Sensing Magazine, 12(2), pp. 1 - 8 . ISSN: 2168-6831
Lianfa Li; Jin-Feng Wang; Meredith Franklin; Qian Yin; Jiajie Wu; Gustau Camps-Valls; Zhiping Zhu; Chengyi Wang; Yong Ge; Markus Reichstein (2023) Improving air quality assessment using physics-inspired deep graph learning. Npj Climate And Atmospheric Science. ISSN: 2397-3722
W. Hazeleger; J. P. M. Aerts; P. Bauer; M. F. P. Bierkens; G. Camps-Valls; M. M. Dekker; F. J. Doblas-Reyes; V. Eyring; C. Finkenauer; A. Grundner; S. Hachinger; D. M. Hall; T. Hartmann; F. Iglesias-Suarez; M. Janssens; E. R. Jones; T. Kölling; M. Lees; S. Lhermitte; R. V. van Nieuwpoort; A.-K. Pahker; O. J. Pellicer-Valero; F. P. Pijpers; A. Siibak; J. Spitzer; B. Stevens; V. V. Vasconcelos; F. C. Vossepoel (2024) Digital twins of the Earth with and for humans. Communications Earth & Environment, 5(463), pp. 1 - 11 . ISSN: 2662-4435
J. Vicent; L. Martino; J. Verrelst; J. P. R. Caicedo; G. Camps-Valls (2024) Multioutput Feature Selection for Emulation and Sensitivity Analysis. IEEE Transactions on Geoscience and Remote Sensing, 62 . ISSN: 0196-2892
Qiang Wang; \'Alvaro Moreno-Mart\'\inez; Jordi Mu\~noz-Mar\'\i; Manuel Campos-Taberner; Gustau Camps-Valls (2023) Estimation of vegetation traits with kernel NDVI. Isprs Journal of Photogrammetry and Remote Sensing. ISSN: 0924-2716
Runge, Jakob; Gerhardus, Andreas; Varando, Gherardo; Eyring, Veronika; Camps-Valls, Gustau (2023) Causal inference for time series. Nature Reviews Earth & Environment. ISSN: 2662-138X
Valero Laparra; Juan Emmanuel Johnson; Gustau Camps-Valls; Raúl Santos-Rodríguez; Jesús Malo (2024) Estimating Information Theoretic Measures via Multidimensional Gaussianization. IEEE Transactions on Pattern Analysis and Machine Intelligence, 47(2) . ISSN: 0162-8828
Runge, Jakob; Gerhardus, Andreas; Varando, Gherardo; Eyring, Veronika; Camps-Valls, Gustau (2023) Publisher Correction: Causal inference for time series. Nature Reviews Earth & Environment. ISSN: 2662-138X
Jose María Tárraga; Eva Sevillano-Marco; Jordi Muñoz-Marí; María Piles; Vasileios Sitokonstantinou; Michele Ronco; María Teresa Miranda; Jordi Cerdà; Gustau Camps-Valls (2024) Causal discovery reveals complex patterns of drought-induced displacement. Iscience, 27(9) . ISSN: 2589-0042
Svendsen, D.H.; Hern\`andez-Lobato, D.; Laparra, V.; Martino, L.; Moreno-Mart\'\inez, A.; Camps-Valls, G. (2023) Inference over Radiative Transfer Models using Variational; Expectation Maximization Methods. Machine Learning. ISSN: 0885-6125
Vicent, J.; Martino, L.; Verrelst, L.; Camps-Valls, G. (2023) Multifidelity Gaussian Process Emulation for Atmospheric Radiative Transfer Models. IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
Song W.; Jiang S.; Camps-Valls G.; Williams M.; Zhang L.; Reichstein M.; Vereecken H.; He L.; Hu X.; Shi L. (2024) Towards data-driven discovery of governing equations in geosciences. Communications Earth & Environment. ISSN: 2662-4435
Chen M.; Qian Z.; Boers N.; Creutzig F.; Camps-Valls G.; Hubacek K.; Claramunt C.; Wilson J.; Nativi S.; Jakeman A. (2024) Collaboration between artificial intelligence and Earth science communities for mutual benefit. Nature Geoscience. ISSN: 1752-0894
Tuia D.; Schindler K.; Demir B.; Zhu X.; Kochupillai M.; Dżeroski S.; van R.; Hoos H.; Del F.; Datcu M.; Camps-Valls G. (2024) Artificial Intelligence to Advance Earth Observation: A review of models, recent trends, and pathways forward. Ieee Geoscience And Remote Sensing Magazine. ISSN: 2473-2397
Cohrs K.; Varando G.; Carvalhais N.; Reichstein M.; Camps-Valls G (2024) Causal hybrid modeling with double machine learning¿applications in carbon flux modeling. Machine Learning-Science And Technology. ISSN: 2632-2153
Cohrs K.; Diaz E.; Sitokonstantinou V.; Varando G. and Camps-Valls G. (2024) Large Language Models for Causal Hypothesis Generation in Science. Machine Learning-Science And Technology. ISSN: 2632-2153
Nelson J.; Walther S.; Gans F.; Kraft B.; Weber U.; Novick K.; Buchmann N.; Migliavacca M.; Wohlfahrt G.; ¿igut L.; Camps-Valls G. (2024) X-BASE: the first terrestrial carbon and water flux products from an extended data-driven scaling framework, FLUXCOM-X. Biogeosciences. ISSN: 1726-4170
Gonzalez J.; Dipu S.; Sourdeval O.; Siméon A.; Camps-Valls G.; Quaas J. (2024) Emulation of Forward Modelled Top-Of-Atmosphere MODIS-based Spectral Channels using Machine Learning. Ieee Journal Of Selected Topics In Applied Earth Observations And Remote Sensing. ISSN: 1939-1404
Zheng D.; Zhong H.; Camps-Valls G.; Cao Z.; Ma X.; Mills B.; Hu X.; Hou M.; Ma C. (2024) Explainable Deep Learning for Automatic Rock Classification. Computers & Geosciences. ISSN: 0098-3004
Martinuzzi F.; Mahecha M.; Camps-Valls G.; Montero D.; Williams T.; Mora K. (2024) Learning extreme vegetation response to climate drivers with recurrent neural networks. Nonlinear Processes in Geophysics. ISSN: 1023-5809
Zhang M.; Fernández-Torres M.; Camps-Valls G. (2024) Domain knowledge-driven variational recurrent networks for drought monitoring. Remote Sensing of Environment. ISSN: 0034-4257
Rajadel-Lambistos C.; Izquierdo-Verdiguier E.; Moreno-Martínez A.; Maneta M.; Begueria S.; Kimball J.; Clinton N.; Atzberger C.; Camps-Valls G.; Running S. (2024) Within-season crop monitoring at continental scale utilizing new gap-filled Landsat temporal series. International Journal Of Digital Earth. ISSN: 1753-8947
Eyring V.; Gentine P.; Camps-Valls G.; Lawrence D.; Reichstein M (2024) AI-empowered next-generation multiscale climate modelling for mitigation and adaptation. Nature Geoscience. ISSN: 1752-0894
Anand M.; Bohn F.; Camps-Valls G.; Fischer R.; Huth A.; Sweet L.; Zscheischler J. (2024) Identifying compound weather drivers of forest biomass loss with generative deep learning. Environmental Data Science. ISSN: 2634-4602
Varando G.; Catsis S.; Diaz E.; Camps-Valls G. (2024) Pairwise causal discovery with support measure machines. Applied Soft Computing. ISSN: 1568-4946
Vicent J.; Martino L.; Verrelst J.; Rivera-Caicedo J.; Camps-Valls G. (2024) Multioutput Feature Selection for Emulation and Sensitivity Analysis. IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
Cortés-Andrés J.,; Fernández-Torres M.; Camps-Valls G. (2024) Deep Learning with Noisy Labels for Spatio-Temporal Drought Detection. IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892

Lineas de actividad

Participaciones en Congresos

Campos-Taberner, M.; García-Haro, F.J.; Moreno, A.; Gilabert, M.A.; Martínez, B.; Sánchez-Ruiz, S.; Camps-Valls, G. (2015). Development of an earth observation processing chain for crop bio-physical parameters at local scale. (Comunicación). International Geoscience and Remote Sensing Symposium 2015 (IGARSS 2015) Proceedings of the IEEE International Geoscience and Remote Sensing Symposium 2015, Milan, Italy, 2015, pp. 29¿32 . Milan . ITALIA
Campos-Taberner, M.; Romero, A.; Gatta, C.; Camps-Valls, G. (2015). Shared feature representations of lidar and optical images: trading sparsity for semantic discrimination. (Comunicación). International Geoscience and Remote Sensing Symposium 2015 (IGARSS 2015) Proceedings of the IEEE International Geoscience and Remote Sensing Symposium 2015, Milan, Italy, 2015, pp. 4169¿4172 . Milan . ITALIA
Jordi Muñoz-Marí; Jochem Verrelst; Miguel Lázaro-Gredilla; Gustau Camps-Valls (2015). Biophysical parameter retrieval with warped Gaussian processes. (Ponencia). International Geoscience and Remote Sensing Symposium 2015 (IGARSS 2015) Actes . Milan . ITALIA
Luis Gómez-Chova; Julia Amorós-López; Antonio Ruiz-Verdú; Jordi Muñoz-Marí; Gustau Camps-Valls (2015). Operational cloud screening service for SENTINEL-2 image time series. (Poster). International Geoscience and Remote Sensing Symposium 2015 (IGARSS 2015) Actes . Milan . ITALIA
Verrelst, J.; Rivera, J.P.; Gomez-Dans, J.; Camps-Valls, J.; Moreno, J. (2015). Replacing radiative transfer models by surrogate approximations through machine learning. (Poster). IGARSS . Milan . ITALIA
Verrelst, J.; Rivera, J.P.; Dethier, S., Muñoz, J.; Camps-Valls, G.; Moreno, J. (2015). ARTMO's new dimensionality reduction modules to enable improved performance of machine learning regression algorithms (MLRAs) applied to imaging spectroscopy data. (Comunicación). 9th EARSEL SIG Imaging Spectroscopy Workshop . Luxembourg . LUXEMBURGO
Verrelst, J.; Rivera, J.P.; Dethier, S., Muñoz, J.; Camps-Valls, G.; Moreno, J. (2015). ARTMO's new dimensionality reduction modules to enable improved performance of machine learning regression algorithms (MLRAs) applied to imaging spectroscopy data. (Comunicación). 9th EARSEL SIG Imaging Spectroscopy Workshop . Luxembourg . LUXEMBURGO
Laparra, V.; Gonzalez, D.M.; Tuia, D.; Camps-Valls, G. (2015). Large-scale random features for kernel regression. (Comunicación). Geoscience and Remote Sensing Symposium (IGARSS), 2015 IEEE International, 2015 . ITALIA
Blix, K.; Camps-Valls, G.; Jenssen, R. (2015). Sensitivity analysis of Gaussian processes for oceanic chlorophyll prediction. (Comunicación). Geoscience and Remote Sensing Symposium (IGARSS), 2015 IEEE International, 2015 . ITALIA
Gonzalez, D.M.; Camps-Valls, G.; Tuia, D. (2015). Weakly supervised alignment of multisensor images. (Comunicación). Geoscience and Remote Sensing Symposium (IGARSS), 2015 IEEE International, 2015 . ITALIA

Tesis, tesinas y trabajos