Journal papers

@article{cohrs2024llm,
  title={Large language models for causal hypothesis generation in science},
  author={Cohrs, K-H. and Varando, G. and Camps-Valls, Gustau},
  journal={Machine Learning Science and Technology},
  volume={}, % Replace with the actual volume
  pages={}, % Replace with the actual page range
  year={2024},
  publisher={},
  doi={},
}

@article{bg-21-5079-2024,
AUTHOR = {Nelson, J. A. and Walther, S. and Gans, F. and Kraft, B. and Weber, U. and Novick, K. and Buchmann, N. and Migliavacca, M. and Wohlfahrt, G. and \v{S}igut, L. and Ibrom, A. and Papale, D. and G\"ockede, M. and Duveiller, G. and Knohl, A. and H\"ortnagl, L. and Scott, R. L. and Zhang, W. and Hamdi, Z. M. and Reichstein, M. and Aranda-Barranco, S. and Ard\"o, J. and Op de Beeck, M. and Billesbach, D. and Bowling, D. and Bracho, R. and Br\"ummer, C. and Camps-Valls, G. and Chen, S. and Cleverly, J. R. and Desai, A. and Dong, G. and El-Madany, T. S. and Euskirchen, E. S. and Feigenwinter, I. and Galvagno, M. and Gerosa, G. A. and Gielen, B. and Goded, I. and Goslee, S. and Gough, C. M. and Heinesch, B. and Ichii, K. and Jackowicz-Korczynski, M. A. and Klosterhalfen, A. and Knox, S. and Kobayashi, H. and Kohonen, K.-M. and Korkiakoski, M. and Mammarella, I. and Gharun, M. and Marzuoli, R. and Matamala, R. and Metzger, S. and Montagnani, L. and Nicolini, G. and O'Halloran, T. and Ourcival, J.-M. and Peichl, M. and Pendall, E. and Ruiz Reverter, B. and Roland, M. and Sabbatini, S. and Sachs, T. and Schmidt, M. and Schwalm, C. R. and Shekhar, A. and Silberstein, R. and Silveira, M. L. and Spano, D. and Tagesson, T. and Tramontana, G. and Trotta, C. and Turco, F. and Vesala, T. and Vincke, C. and Vitale, D. and Vivoni, E. R. and Wang, Y. and Woodgate, W. and Yepez, E. A. and Zhang, J. and Zona, D. and Jung, M.},
TITLE = {X-BASE: the first terrestrial carbon and water flux products from
an extended data-driven scaling framework, FLUXCOM-X},
JOURNAL = {Biogeosciences},
VOLUME = {21},
YEAR = {2024},
NUMBER = {22},
PAGES = {5079--5115},
URL = {https://bg.copernicus.org/articles/21/5079/2024/},
DOI = {10.5194/bg-21-5079-2024}
}
@article{ma2023dynamics,
  title={Dynamics of Masked Image Modeling in Hyperspectral Image Classification},
  author={Ma, Chen and Li, Huayi and Jiang, Junjun and Aybar, C{\'e}sar and Yao, Jiaqi and Camps-Valls, Gustau},
  journal={},
  volume={}, % Replace with the actual volume
  pages={}, % Replace with the actual page range
  year={Submitted},
  publisher={IEEE},
  doi={},
}

@article{mankovich2023analyzing,
  title={Analyzing Climate Scenarios Using Dynamic Mode Decomposition with Control},
  author={Mankovich, Nathan and Bouabid, Shahine and Nowack, Peter and Bassotto, Deborah and Camps-Valls, Gustau},
  journal={},  
  volume={X},  
  pages={XX--XX},  
  year={Submitted},
  publisher={Springer}, 
  doi={},  
}

@article{muller2023automating,
  title={Automating Forest Disturbance Detection: A Sentinel-1 Approach to Refine Aerial Survey Data},
  author={M{\"u}ller, Franziska and Eifler, Laura and Cremer, Felix and Camps-Valls, Gustau and Bastos, Ana},
  journal={},
  volume={},
  pages={},
  year={Submitted},
  publisher={},
  doi={10.3390/rsXXXXXXX} % Replace with the actual DOI
}
@article{zhang2024advancing,
  title={Advancing deep learning for remote sensing time series data analysis},
  author={Zhang, Hankui K. and Camps-Valls, Gustau and Liang, Shunlin and Tuia, Devis and Pelletier, Charlotte and Zhu, Zhe},
  journal={Remote Sensing of Environment},
  volume={},
  pages={},
  year={2024},
  publisher={Elsevier},
  doi={}
}
@article{fan2023physics,
  title={Physics-constrained deep learning model for estimating carbon fluxes over North America},
  author={Fan, Bin and Zhang, Hankui K. and Li, Zhongbin B. and Xiao, Jingfeng and Che, Xianghong and Liu, Zhihua and Camps-Valls, Gustau and Cheng, Jing M.},
  journal={},
  volume={},
  pages={},
  year={Submitted},
  publisher={},
  doi={}
}
@article{Vicent24fs,
	title        = {{Multioutput Feature Selection for Emulation and Sensitivity Analysis}},
	author       = {Vicent, J. and Martino, L. and Verrelst, J. and Rivera~Caicedo, JP and Camps-Valls, G.},
	year         = {2024},
	pages         = {1-11},
	volume = {62},
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	doi = {doi.org/10.1109/TGRS.2024.3358231},
	project = {usmile}
}
@article{camps2024ai4extremes,
  title={AI for Extreme Event Modeling and Understanding: Methodologies and Challenges},
  author={Camps-Valls, Gustau and Fern{\'a}ndez-Torres, Miguel-{\'A}ngel and Cohrs, Kai-Hendrik and H{\"o}hl, Adrian and Castelletti, Andrea and Pacal, Aytac and Robin, Claire and Martinuzzi, Francesco and Papoutsis, Ioannis and Prapas, Ioannis and others},
  journal = {},
  arxiv={https://arxiv.org/abs/2406.20080},
  project = {usmile,xaida,elias},
  year={Submitted}
}
@article{Cortes24noiseylabels,
	title        = {{Deep Learning with Noisy Labels for Spatio-Temporal Drought Detection}},
	author       = {Cortes, J. and Fernandez-Torres, M.A. and Camps-Valls, G.},
	year         = {2024},
	pages         = {1-12},
	volume = {},
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	doi = {doi.org/10.1109/TGRS.2024.3358231},
	project = {usmile}
}

@article{Garcia24bgc,
	title        = {{Estimation of Particulate Backscattering Coefficient merging BGC-Argo floats and satellite data}},
	author       = {Garcia, J. and Amoros, J. and Ruescas, A.B.},
	year         = {Submitted},
	journal      = {},
	volume       = {},
	pages        = {},
	issn         = {},
	keywords     = {},
	project     = {},
}
@article{perez-suay2023fair,
	title        = {{Fair Kernel Regression through Cross-Covariance Operators}},
	author       = {Adrian Perez-Suay and Paula Gordaliza and Jean-Michel Loubes and Dino Sejdinovic and Gustau Camps-Valls},
	year         = 2023,
	journal      = {Transactions on Machine Learning Research},
	issn         = {2835-8856},
}
@article{bueso22rockpcacomment,
	title        = {{Let's consider more general nonlinear approaches to study teleconnections of climate variables}},
	author       = {Bueso, D. and Piles, M. and Camps-Valls, G.},
	year         = 2023,
	journal      = {Commentary to a paper in the Journal of Climate},
	publisher    = {Elsevier},
	pages        = {1--5},
	arxiv        = {https://arxiv.org/abs/2212.07635},
}
@article{Bueso23trends,
	title        = {{Soil and vegetation water content identify the main terrestrial ecosystem changes}},
	author       = {Bueso, Diego and Piles, Maria and Ciais, Philippe and Wigneron, Jean-Pierre and Moreno-Mart\'inez, \'alvaro and Camps-Valls, Gustau},
	year         = 2023,
	month        = {02},
	journal      = {National Science Review},
	issn         = {2095-5138},
	note         = {nwad026},
	eprint       = {https://academic.oup.com/nsr/advance-article-pdf/doi/10.1093/nsr/nwad026/49119908/nwad026.pdf},
}
@article{carli2023new,
	title        = {{A new class of generative classifiers based on staged tree models}},
	author       = {Carli, Federico and Leonelli, Manuele and Varando, Gherardo},
	year         = 2023,
	journal      = {Knowledge-Based Systems},
	publisher    = {Elsevier},
	pages        = 110488,
}
@article{Celik23cotton,
	title        = {{Explainable Artificial Intelligence for Cotton Yield Prediction with Multisource Data}},
	author       = {Celik, Mehmet Furkan and Isik, Mustafa Serkan and Taskin, Gulsen and Erten, Esra and Camps-Valls, Gustau},
	year         = 2023,
	journal      = {IEEE Geoscience and Remote Sensing Letters},
	pages        = {1--1},
}
@article{Diaz22noiseimputation,
	title        = {{Learning latent functions for causal discovery}},
	author       = {Diaz, A. and Johnson, J.E. and Varando, G. and Camps-Valls, G.},
	year         = 2023,
	journal      = {Machine Learning: Science and Technology},
	publisher    = {IOP Science},
	pages        = {1--44},
	pdf          = {https://iopscience.iop.org/article/10.1088/2632-2153/ace151/pdf},
}
@article{li2023functional,
  title={Functional connectivity via total correlation: Analytical results in visual areas},
  author={Li, Qiang and Ver Steeg, Greg and Malo, Jesus},
  journal={Neurocomputing},
  pages={127143},
  year={2023},
  publisher={Elsevier}
}
@article{huerta2023high,
  title={High-resolution grids of daily air temperature for Peru-the new PISCOt v1. 2 dataset},
  author={Huerta, Adrian and Aybar, Cesar and Imfeld, Noemi and Correa, Kris and Felipe-Obando, Oscar and Rau, Pedro and Drenkhan, Fabian and Lavado-Casimiro, Waldo},
  journal={Scientific data},
  volume={10},
  number={1},
  pages={847},
  year={2023},
  publisher={Nature Publishing Group UK London}
}
@article{montero2023standardized,
  title={A standardized catalogue of spectral indices to advance the use of remote sensing in Earth system research},
  author={Montero, David and Aybar, C{\'e}sar and Mahecha, Miguel D and Martinuzzi, Francesco and S{\"o}chting, Maximilian and Wieneke, Sebastian},
  journal={Scientific Data},
  volume={10},
  number={1},
  pages={197},
  year={2023},
  publisher={Nature Publishing Group UK London}
}
@article{portales2023global,
  title={Global flood extent segmentation in optical satellite images},
  author={Portal{\'e}s-Juli{\`a}, Enrique and Mateo-Garc{\'\i}a, Gonzalo and Purcell, Cormac and G{\'o}mez-Chova, Luis},
  journal={Scientific Reports},
  volume={13},
  number={1},
  pages={20316},
  year={2023},
  publisher={Nature Publishing Group UK London}
}

@article{CampsValls23physcausaldiscovery,
	title        = {{Discovering causal relations and equations from data}},
	author       = {Gustau Camps-Valls and Andreas Gerhardus and Urmi Ninad and Gherardo Varando and Georg Martius and Emili Balaguer-Ballester and Ricardo Vinuesa and Emiliano Diaz and Laure Zanna and Jakob Runge},
	year         = 2023,
	journal      = {Physics Reports},
	volume       = 1044,
	pages        = {1--68},
	issn         = {0370-1573},
	keywords     = {Causal inference, Causal discovery, Complex systems, Nonlinear dynamics, Equation discovery, Knowledge discovery, Understanding, Artificial intelligence, Neuroscience, Climate science},
	arxiv        = {https://arxiv.org/abs/2305.13341},
}
@article{hernandez2023neural,
	title        = {{Neural networks with divisive normalization for image segmentation}},
	author       = {Hern{\'a}ndez-C{\'a}mara, Pablo and Vila-Tom{\'a}s, Jorge and Laparra, Valero and Malo, Jes{\'u}s},
	year         = 2023,
	journal      = {Pattern Recognition Letters},
	publisher    = {Elsevier},
}
@article{Jeggle23,
	title        = {{Understanding cirrus clouds using explainable machine learning}},
	author       = {Jeggle, K. and Neubauer, D. and Camps-Valls, G. and Lohmann, U.},
	year         = 2023,
	month        = jul,
	journal      = {Environmental Data Science},
	project      = {imiracli},
}
@article{Kaps23clouds,
	title        = {{Machine-learned cloud classes from satellite data for process-oriented climate model evaluation}},
	author       = {Kaps, A. and Lauer, A. and Camps-Valls, G. and Gentine, P. and G\'omez-Chova, L. and Eyring, V.},
	year         = 2023,
	month        = jan,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 61,
	pages        = {1--15},
}
@article{li22,
	title        = {{Improving air quality assessment using physics-inspired deep graph learning}},
	author       = {Lianfa Li and Jin-Feng Wang and Meredith Franklin and Qian Yin and Jiajie Wu and Gustau Camps-Valls and Zhiping Zhu and Chengyi Wang and Yong Ge and Markus Reichstein},
	year         = 2023,
	journal      = {npj Climate and Atmospheric Science},
}
@article{Ludwig23,
	title        = {{Assessing and improving the transferability of current global spatial prediction models}},
	author       = {Ludwig, Marvin and Moreno-Martinez, Alvaro and H\"{o}lzel, Norbert and Pebesma, Edzer and Meyer, Hanna},
	year         = 2023,
	journal      = {Global Ecology and Biogeography},
	volume       = {n/a},
	number       = {n/a},
	keywords     = {area of applicability, global maps, machine learning, model simplification, model transferability, spatial prediction},
	eprint       = {https://onlinelibrary.wiley.com/doi/pdf/10.1111/geb.13635},
}
@article{CAMPOSTABERNER2023320,
	title        = {{Land use classification over smallholding areas in the European Common Agricultural Policy framework}},
	author       = {Manuel Campos-Taberner and Francisco~Javier Garc\'ia-Haro and Beatriz Mart\'inez and Sergio Sanchez-Ruiz and Alvaro Moreno-Mart\'i\-nez and Gustau Camps-Valls and Mar\'i\-a Amparo Gilabert},
	year         = 2023,
	journal      = {ISPRS Journal of Photogrammetry and Remote Sensing},
	volume       = 197,
	pages        = {320--334},
	issn         = {0924-2716},
	keywords     = {Land use (LU) monitoring, Common Agricultural Policy (CAP), Classification, Sentinel-2, Deep Learning, kNDVI},
}
@article{martinez2023improved,
	title        = {{Improved forecasting of extreme hurricane events by integrating spatio-temporal CNN-RF learning of tropical cyclone characteristics}},
	author       = {Martinez-Amaya, Javier and Longepe, Nicolas and Nieves, Veronica and Mu{\~n}oz-Mar{\'\i}, Jordi},
	year         = 2023,
	journal      = {Frontiers in Earth Science},
	publisher    = {Frontiers},
	volume       = 11,
	pages        = 1223154,
}
@article{editorial2023frontiers,
	title        = {{AI and Remote Sensing in Ocean Sciences}},
	author       = {Martinez, E. and Camps-Valls, G. and Fablet, R. and Jamet, C.},
	year         = 2023,
	journal      = {Frontiers in Marine Science},
	publisher    = {Frontiers},
	volume       = {Editorial presenting the special issue `Frontiers in Marine Science'},
}
@article{mateo22xailstm,
	title        = {{Interpretable Long-Short Term Memory Networks for Crop Yield Estimation}},
	author       = {Mateo, A. and Adsuara, J.E. and Piles, M. and Mu{\~n}oz-Mar{\'i}, J. and P\'erez-Suay, A. and Camps-Valls, G.},
	year         = 2023,
	month        = feb,
	journal      = {IEEE Geoscience and Remote Sensing Letters},
	volume       = 20,
	pages        = 2501105,
}
@article{rs15184422,
	title        = {{A Scalable Reduced-Complexity Compression of Hyperspectral Remote Sensing Images Using Deep Learning}},
	author       = {Mijares i Verd\'u, Sebasti\`{a} and Ball\'e, Johannes and Laparra, Valero and Bartrina-Rapesta, Joan and Hern\'andez-Cabronero, Miguel and Serra-Sagrist\`{a}, Joan},
	year         = 2023,
	journal      = {Remote Sensing},
	volume       = 15,
	number       = 18,
	issn         = {2072-4292},
	article-number = 4422,
}
@article{9996580,
	title        = {{Neural Network Emulation of Synthetic Hyperspectral Sentinel-2-Like Imagery With Uncertainty}},
	author       = {Morata, Miguel and Siegmann, Bastian and P\'erez-Suay, Adri\'an and Garc\'ia-Soria, Jos\'e Luis and Rivera-Caicedo, Juan Pablo and Verrelst, Jochem},
	year         = 2023,
	journal      = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},
	volume       = 16,
	pages        = {762--772},
}
@article{Qiang23kndvi,
	title        = {{Estimation of vegetation traits with kernel NDVI}},
	author       = {Qiang Wang and \'alvaro Moreno-Mart\'inez and Jordi Mu\~{n}oz-Mar\'i and Manuel Campos-Taberner and Gustau Camps-Valls},
	year         = 2023,
	journal      = {ISPRS Journal of Photogrammetry and Remote Sensing},
	volume       = 195,
	pages        = {408--417},
	issn         = {0924-2716},
	keywords     = {Vegetation index, NDVI, Kernel methods, Uncertainty quantification, Biophysical parameter estimation, Gross primary production, fAPAR, Leaf area index, Latent heat},
}
@article{ruuvzivcka2023semantic,
	title        = {{Semantic segmentation of methane plumes with hyperspectral machine learning models}},
	author       = {Růžička, Vít and Mateo-Garcia, Gonzalo and G{\'o}mez-Chova, Luis and Vaughan, Anna and Guanter, Luis and Markham, Andrew},
	year         = 2023,
	journal      = {Scientific Reports},
	publisher    = {Nature Publishing Group UK London},
	volume       = 13,
	number       = 1,
	pages        = 19999,
}
@article{razzak2023multi,
	title        = {{Multi-spectral multi-image super-resolution of Sentinel-2 with radiometric consistency losses and its effect on building delineation}},
	author       = {Razzak, Muhammed T and Mateo-Garc{\'\i}a, Gonzalo and Lecuyer, Gurvan and G{\'o}mez-Chova, Luis and Gal, Yarin and Kalaitzis, Freddie},
	year         = 2023,
	journal      = {ISPRS Journal of Photogrammetry and Remote Sensing},
	publisher    = {Elsevier},
	volume       = 195,
	pages        = {1--13},
}
@article{BREWIN2023104386,
	title        = {{Ocean carbon from space: Current status and priorities for the next decade}},
	author       = {Robert J.W. Brewin and Shubha Sathyendranath and Gemma Kulk and Marie-H\'el\`{e}ne Rio and Javier A. Concha and Thomas G. Bell and Astrid Bracher and C\'edric Fichot and Thomas L. Fr\"{o}licher and Mart\'i Gal\'i and Dennis Arthur Hansell and Tihomir S. Kostadinov and Catherine Mitchell and Aimee Renee Neeley and Emanuele Organelli and Katherine Richardson and C\'ecile Rousseaux and Fang Shen and Dariusz Stramski and Maria Tzortziou and Andrew J. Watson and Charles Izuma Addey and Marco Bellacicco and Heather Bouman and Dustin Carroll and Ivona Cetini\'{c} and Giorgio Dall'Olmo and Robert Frouin and Judith Hauck and Martin Hieronymi and Chuanmin Hu and Valeria Ibello and Bror J\"{o}nsson and Christina Eunjin Kong and \v{Z}arko Kova\v{c} and Marko Laine and Jonathan Lauderdale and Samantha Lavender and Eleni Livanou and Joan Llort and Larisa Lorinczi and Michael Nowicki and Novia Arinda Pradisty and Stella Psarra and Dionysios E. Raitsos and Ana Bel\'en Ruescas and Joellen L. Russell and Joe Salisbury and Richard Sanders and Jamie D. Shutler and Xuerong Sun and Fernando Gonz\'alez Taboada and Gavin H. Tilstone and Xinyuan Wei and David K. Woolf},
	year         = 2023,
	journal      = {Earth-Science Reviews},
	volume       = 240,
	pages        = 104386,
	issn         = {0012-8252},
}
@article{Ronco23xaireg,
	title        = {{Role of locality, fidelity and symmetry regularization in learning explainable representations}},
	author       = {Ronco, M. and Camps-Valls, G.},
	year         = 2023,
	journal      = {Neurocomputing},
	publisher    = {Elsevier},
	pages        = 126884,
	project     = {deepcube,usmile},
}
@article{Ronco23xai,
	title        = {{Exploring interactions between socioeconomic context and natural hazards on human population displacement}},
	author       = {Ronco, M. and T\'arraga Habas, J.M. and Mu\~{n}oz Mar\'i, J. and Piles, M. and Sevillano Marco, E. and Wang, Q. and Miranda Espinosa, M.T. and Ponserre, S. and Camps-Valls, G.},
	year         = 2023,
	journal      = {Nature Communications},
	url = {https://www.nature.com/articles/s41467-023-43809-8},
	doi = {https://doi.org/10.1038/s41467-023-43809-8},
	project     = {deepcube,xaida,usmile},
}
@article{Runge23causalreview,
	title        = {{Causal inference for time series}},
	author       = {Runge, Jakob and Gerhardus, Andreas and Varando, Gherardo and Eyring, Veronika and Camps-Valls, Gustau},
	year         = 2023,
	journal      = {Nature Reviews Earth \& Environment},
	publisher    = {Nature Publishing Group UK London},
	volume       = 10,
	pages        = 2553,
	pdf          = {papers/Causal\_inference\_NREE\_2023.pdf},
}
@article{runge2023publisher,
	title        = {{Publisher Correction: Causal inference for time series}},
	author       = {Runge, Jakob and Gerhardus, Andreas and Varando, Gherardo and Eyring, Veronika and Camps-Valls, Gustau},
	year         = 2023,
	journal      = {Nature Reviews Earth \& Environment},
	publisher    = {Nature Publishing Group UK London},
	volume       = 4,
	number       = 8,
	pages        = {596--596},
}
@article{sanmartin2023shot,
	title        = {{Shot Noise Analysis for Differential Sampling in Indirect Time of Flight Cameras}},
	author       = {Sanmart{\'\i}n-Vich, Nofre and Calpe, Javier and Pla, Filiberto},
	year         = 2023,
	journal      = {IEEE Signal Processing Letters},
	publisher    = {Ieee},
}
@article{Svendsen23vaemcme,
	title        = {{Inference over Radiative Transfer Models using Variational and Expectation Maximization Methods}},
	author       = {Svendsen, D.H. and Hern\`{a}ndez-Lobato, D. and Laparra, V. and Martino, L. and Moreno-Mart\'inez, A. and Camps-Valls, G.},
	year         = 2023,
	month        = jun,
	journal      = {Machine Learning},
	volume       = 112,
	pages        = {921--937},
}
@article{Gulsen23b,
	title        = {{A Scalable Unsupervised Feature Selection with Orthogonal Graph Representation for Hyperspectral Images}},
	author       = {Taskin, G. and Yetkin, E.F. and Camps-Valls, G.},
	year         = 2023,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 61,
	pages        = 5514913,
}
@article{egusphere-2023-563,
	title        = {{CH4Net: a deep learning model for monitoring methane super-emitters with Sentinel-2 imagery}},
	author       = {Vaughan, A. and Mateo-Garc\'ia, G. and G\'omez-Chova, L. and R\r{u}\v{z}i\v{c}ka, V. and Guanter, L. and Irakulis-Loitxate, I.},
	year         = 2023,
	journal      = {EGUsphere},
	volume       = 2023,
	pages        = {1--17},
}
@article{Vicent23mfgp,
	title        = {{Multifidelity Gaussian Process Emulation for Atmospheric Radiative Transfer Models}},
	author       = {Vicent, J. and Martino, L. and Verrelst, L. and Camps-Valls, G.},
	year         = 2023,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 61,
	pages        = {1--10},
}
@article{xing2023assessment,
	title        = {{Assessment of 9 km SMAP soil moisture: Evidence of narrowing the gap between satellite retrievals and model-based reanalysis}},
	author       = {Xing, Zanpin and Li, Xiaojun and Fan, Lei and Colliander, Andreas and Frappart, Fr{\'e}d{\'e}ric and de Rosnay, Patricia and Fernandez-Moran, Roberto and Liu, Xiangzhuo and Wang, Huan and Zhao, Lin and others},
	year         = 2023,
	journal      = {Remote Sensing of Environment},
	publisher    = {Elsevier},
	volume       = 296,
	pages        = 113721,
}
@article{rs14184452,
	title        = {{Introducing ARTMO's Machine-Learning Classification Algorithms Toolbox: Application to Plant-Type Detection in a Semi-Steppe Iranian Landscape}},
	author       = {Aghababaei, Masoumeh and Ebrahimi, Ataollah and Naghipour, Ali Asghar and Asadi, Esmaeil and P\'erez-Suay, Adri\'an and Morata, Miguel and Garcia, Jose Luis and Rivera Caicedo, Juan Pablo and Verrelst, Jochem},
	year         = 2022,
	journal      = {Remote Sensing},
	volume       = 14,
	number       = 18,
	issn         = {2072-4292},
	article-number = 4452,
}
@article{AlmendraMartin_Ago22,
	title        = {{Influence of atmospheric patterns on soil moisture dynamics in Europe}},
	author       = {Almendra-Mart\'in, Laura and Mart\'inez-Fern\'andez, Jos\'e and Piles, Maria and Gonz\'alez-Zamora, \'angel and Benito-Verdugo, Pilar and Gaona, Jaime},
	year         = 2022,
	journal      = {Sci. Total Environ.},
	volume       = 846,
	pages        = 157537,
	issn         = {0048-9697},
}
@article{aybar2022cloudsen12,
	title        = {{CloudSEN12-a global dataset for semantic understanding of cloud and cloud shadow in Sentinel-2}},
	author       = {Aybar, Cesar and Ysuhuaylas, Luis and Loja, Jhomira and Gonzales, Karen and Herrera, Fernando and Yali, Roy and Flores, Angie and Diaz, Lissette and Cuenca, Nicole and Espinoza, Wendy and others},
	year         = 2022,
	journal      = {Sci Data},
	publisher    = {Nature},
	volume       = 9,
	number       = 782,
}
@article{CampsValls22dskrr,
	title        = {{Retrieval of Physical Parameters with Deep Structured Kernel Regression}},
	author       = {Camps-Valls, G. and Campos-Taberner, M. and Laparra, V. and Martino, L. and Mu\~noz-Mar\'i, J.},
	year         = 2022,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 60,
	pages        = {1--10},
}
@article{CampsValls22nsrcomment,
	title        = {{Commentary on `Physics-informed deep learning parameterization of ocean vertical mixing improves climate simulations' by Zhu et al.}},
	author       = {Camps-Valls, G.},
	year         = 2022,
	month        = may,
	journal      = {National Science Review},
	pages        = {1--2},
}
@article{JSSv102i06,
	title        = {{The R Package stagedtrees for Structural Learning of Stratified Staged Trees}},
	author       = {Carli, Federico and Leonelli, Manuele and Riccomagno, Eva and Varando, Gherardo},
	year         = 2022,
	journal      = {Journal of Statistical Software},
	volume       = 102,
	number       = 6,
	pages        = {1–30},
}
@article{Diaz21rccm,
	title        = {{Inferring causal relations from observational long-term carbon and water fluxes records}},
	author       = {Diaz, E. and Adsuara, J.E. and Moreno-Martinez, A. and Piles, M. and Camps-Valls, G.},
	year         = 2022,
	journal      = {Scientific Reports},
	volume       = 12,
	pages        = 1610,
}
@article{TheFirst30yearsofGEWEX,
	title        = {{The First 30 years of GEWEX}},
	author       = {Graeme Stephens and Jan Polcher and Xubin Zeng and Peter van Oevelen and Germ\'an Poveda and Michael Bosilovich and Myoung-Hwan Ahn and Gianpaolo Balsamo and Qingyun Duan and Gabriele Hegerl and Christian Jakob and Benjamin Lamptey and Ruby Leung and Maria Piles and Zhongbo Su and Paul Dirmeyer and Kirsten L. Findell and Anne Verhoef and Michael Ek and Tristan L'Ecuyer and R\'emy Roca and Ali Nazemi and Francina Dominguez and Daniel Klocke and Sandrine Bony},
	year         = 2022,
	journal      = {Bulletin of the American Meteorological Society},
	publisher    = {American Meteorological Society},
	address      = {Boston MA, USA},
}
@article{jagdhuber2022toward,
	title        = {{Toward estimation of seasonal water dynamics of winter wheat from ground-based L-band radiometry: a concept study}},
	author       = {Jagdhuber, Thomas and Jonard, Fran{\c{c}}ois and Fluhrer, Anke and Chaparro, David and Baur, Martin J and Meyer, Thomas and Piles, Mar{\'\i}a},
	year         = 2022,
	journal      = {Biogeosciences},
	publisher    = {Copernicus GmbH},
	volume       = 19,
	number       = 8,
	pages        = {2273--2294},
}
@article{Cortes21fkl,
	title        = {{Physics-aware Nonparametric Regression Models for Earth Data Analysis}},
	author       = {Cort\'es-Andr\'es, J. and Camps-Valls, G. and Sippel, S. and Sz\'ekely, E. and Sejdinovic, D. and  Diaz, E. and P\'erez-Suay, A. and Li, Z. and Mahecha, M. and Reichstein, M.},
	year         = 2022,
	journal      = {Environmental Research Letters},
	volume       = 17,
	number       = 5,
	code         = {https://github.com/IPL-UV/PKL},
}
@article{lia22,
	title        = {{A hybrid generative adversarial network for weakly-supervised cloud detection in multispectral images}},
	author       = {Jun Li and Zhaocong Wu and Qinghong Sheng and Bo Wang and Zhongwen Hu and Shaobo Zheng and Gustau Camps-Valls and Matthieu Molinier},
	year         = 2022,
	journal      = {Remote Sensing of Environment},
	volume       = 280,
	pages        = 113197,
	issn         = {0034-4257},
	keywords     = {Cloud detection, Generative adversarial networks (GAN), Cloud distortion model, Deep learning, Remote sensing},
	code         = {https://github.com/Neooolee/GANCDM},
}
@article{Kondylatos22,
	title        = {{Wildfire Danger Prediction and Understanding with Deep Learning}},
	author       = {Kondylatos, S. and Prapas, I. and Ronco, M. and Papoutsis, I. and Camps-Valls, G. and Piles, M. and Fern\'andez-Torres, M.A. and Carvalhais, N.},
	year         = 2022,
	month        = nov,
	journal      = {Geophysical Research Letters},
	pages        = {1--12},
	code         = {https://github.com/Orion-AI-Lab/wildfire\_forecasting},
}
@article{Almendra2022,
	title        = {{Analysis of soil moisture trends in Europe using rank-based and empirical decomposition approaches}},
	author       = {Laura Almendra-Mart\'in and Jos\'e Mart\'inez-Fern\'andez and Mar\'ia Piles and \'angel Gonz\'alez-Zamora and Pilar Benito-Verdugo and Jaime Gaona},
	year         = 2022,
	journal      = {Global and Planetary Change},
	volume       = 215,
	pages        = 103868,
	issn         = {0921-8181},
}
@article{li2022contrast,
	title        = {{Contrast sensitivity functions in autoencoders}},
	author       = {Li, Qiang and Gomez-Villa, Alex and Bertalm{\'\i}o, Marcelo and Malo, Jes{\'u}s},
	year         = 2022,
	journal      = {Journal of Vision},
	publisher    = {The Association for Research in Vision and Ophthalmology},
	volume       = 22,
	number       = 6,
	pages        = {8--8},
}
@article{li2022functional,
	title        = {{Functional Connectome of the Human Brain with Total Correlation}},
	author       = {Li, Qiang and Steeg, Greg Ver and Yu, Shujian and Malo, Jesus},
	year         = 2022,
	journal      = {Entropy},
	publisher    = {Multidisciplinary Digital Publishing Institute},
	volume       = 24,
	number       = 12,
	pages        = 1725,
}
@article{li2022new,
	title        = {{A new SMAP soil moisture and vegetation optical depth product (SMAP-IB): Algorithm, assessment and inter-comparison}},
	author       = {Li, Xiaojun and Wigneron, Jean-Pierre and Fan, Lei and Frappart, Fr{\'e}d{\'e}ric and Yueh, Simon H and Colliander, Andreas and Ebtehaj, Ardeshir and Gao, Lun and Fernandez-Moran, Roberto and Liu, Xiangzhuo and others},
	year         = 2022,
	journal      = {Remote Sensing of Environment},
	publisher    = {Elsevier},
	volume       = 271,
	pages        = 112921,
}
@article{Piles22autocorr,
	title        = {{Autocorrelation Metrics to Estimate Soil Moisture Persistence From Satellite Time Series: Application to Semiarid Regions}},
	author       = {M. {Piles} and J. {Mu\~{n}oz-Mar\'i} and A. {Guerrero-Curieses} and G. {Camps-Valls} and J. L. {Rojo-\'alvarez}},
	year         = 2022,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 60,
	pages        = {1--17},
}
@article{malo2022information,
	title        = {{Information flow in biological networks for color vision}},
	author       = {Malo, Jes{\'u}s},
	year         = 2022,
	journal      = {Entropy},
	publisher    = {Mdpi},
	volume       = 24,
	number       = 10,
	pages        = 1442,
}
@article{martinez22highresbiopar,
	title        = {{Quantifying uncertainty in high resolution biophysical variable retrieval with machine learning}},
	author       = {Mart\'inez-Ferrer, L. and Moreno-Mart\'inez, A. and Campos-Taberner, M. and Garc\'ia-Haro, F.J. and Mu\~{n}oz-Mar\'i, J. and Running, S.W. and Kimball, J. and Clinton, N. and Camps-Valls, G.},
	year         = 2022,
	journal      = {Remote Sensing of Environment},
	volume       = 280,
	pages        = 113199,
	issn         = {0034-4257},
}
@article{mateo2022orbit,
	title        = {{In-orbit demonstration of a re-trainable Machine Learning Payload for processing optical imagery}},
	author       = {Mateo-Garc{\'\i}a, Gonzalo and Veitch-Michaelis, Josh and Purcell, Cormac and Longepe, Nicolas and Mathieu, Pierre Philippe and Reid, Simon and Anlind, Alice and Bruhn, Fredrik and Parr, James},
	year         = 2022,
	journal      = {Scientific Reports},
}
@article{Padron22rbig,
	title        = {{Unsupervised Anomaly and Change Detection with Multivariate Gaussianization}},
	author       = {Padron, J. and Laparra, V. and Camps-Valls, G.},
	year         = 2022,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 60,
	pages        = {1--10},
	isbn         = {0196-2892},
	arxiv        = {http://arxiv.org/abs/2204.05699},
}
@article{pascual2022prototyping,
	title        = {{Prototyping Crop Traits Retrieval Models for CHIME: Dimensionality Reduction Strategies Applied to PRISMA Data}},
	author       = {Pascual-Venteo, Ana B and Portal{\'e}s, Enrique and Berger, Katja and Tagliabue, Giulia and Garcia, Jose L and P{\'e}rez-Suay, Adri{\'a}n and Rivera-Caicedo, Juan Pablo and Verrelst, Jochem},
	year         = 2022,
	journal      = {Remote Sensing},
	publisher    = {Mdpi},
	volume       = 14,
	number       = 10,
	pages        = 2448,
}
@article{rs14215568,
	title        = {{Supervised Classifications of Optical Water Types in Spanish Inland Waters}},
	author       = {Pereira-Sandoval, Marcela and Ruescas, Ana B. and Garc\'ia-Jimenez, Jorge and Blix, Katalin and Delegido, Jes\'us and Moreno, Jos\'e},
	year         = 2022,
	journal      = {Remote Sensing},
	volume       = 14,
	number       = 21,
	issn         = {2072-4292},
	article-number = 5568,
}
@article{persello22sdg,
	title        = {{Deep Learning and Earth Observation to Support the Sustainable Development Goals: Current approaches, open challenges, and future opportunities}},
	author       = {Persello, C. and Wegner, J.D. and H\"{a}nsch, R. and  Tuia, D. and Ghamisi, P. and Koeva, M. and Camps-Valls, G.},
	year         = 2022,
	journal      = {IEEE Geoscience and Remote Sensing Magazine},
	volume       = 10,
	number       = 2,
	pages        = {172--200},
	issn         = {2168-6831},
	arxiv        = {https://arxiv.org/abs/2112.11367},
}
@article{Portal2022,
	title        = {{Impact of Incidence Angle Diversity on SMOS and Sentinel-1 Soil Moisture Retrievals at Coarse and Fine Scales}},
	author       = {Portal, Gerard and Vall-llossera, Merce and Piles, Maria and Jagdhuber, Thomas and Camps, Adriano and Pablos, Miriam and Lopez-Martinez, Carlos and Das, Narendra and Entekhabi, Dara},
	year         = 2022,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	pages        = {1--1},
}
@article{ruuvzivcka2022ravaen,
	title        = {{RaV\AEn: unsupervised change detection of extreme events using ML on-board satellites}},
	author       = {Ruvzicka, V and Vaughan, A and De~Martini, D and Fulton, J and Salvatelli, V and Bridges, C and Mateo-Garcia, G and Zantedeschi, V},
	year         = 2022,
	journal      = {Scientific reports},
	publisher    = {Nature Publishing Group UK London},
	volume       = 12,
	number       = 1,
	pages        = 16939,
}
@article{Sancho20persist,
	title        = {{Persistence in complex systems}},
	author       = {Salcedo-Sanz, S. and Casillas-P\'erez, D. and Del Ser, J. and Casanova-Mateo, C. and Cuadra, L. and Piles, M. and Camps-Valls, G.},
	year         = 2022,
	month        = apr,
	journal      = {Physics Reports},
	volume       = 957,
	pages        = {1--73},
}
@article{salerno2022satellite,
	title        = {{Satellite Analyses Unravel the Multi-Decadal Impact of Dam Management on Tropical Floodplain Vegetation}},
	author       = {Salerno, Luca and Moreno-Mart{\'\i}nez, {\'A}lvaro and Izquierdo-Verdiguier, Emma and Clinton, Nicholas and Siviglia, Annunziato and Camporeale, Carlo},
	year         = 2022,
	journal      = {Frontiers in Environmental Science},
	publisher    = {Frontiers},
	pages        = 357,
}
@article{BAO2022108708,
	title        = {{Environment-sensitivity functions for gross primary productivity in light use efficiency models}},
	author       = {Shanning Bao and Thomas Wutzler and Sujan Koirala and Matthias Cuntz and Andreas Ibrom and Simon Besnard and Sophia Walther and Ladislav \v{S}igut and Alvaro Moreno and Ulrich Weber and Georg Wohlfahrt and Jamie Cleverly and Mirco Migliavacca and William Woodgate and Lutz Merbold and Elmar Veenendaal and Nuno Carvalhais},
	year         = 2022,
	journal      = {Agricultural and Forest Meteorology},
	volume       = 312,
	pages        = 108708,
	issn         = {0168-1923},
	keywords     = {Carbon assimilation, Radiation use efficiency, Model comparison, Model equifinality, Diffuse fraction, Sensitivity formulations, Randomly sampled sites, Temporal scales},
}
@article{skakun2022cloud,
	title        = {{Cloud Mask Intercomparison eXercise (CMIX): An evaluation of cloud masking algorithms for Landsat 8 and Sentinel-2}},
	author       = {Skakun, Sergii and Wevers, Jan and Brockmann, Carsten and Doxani, Georgia and Aleksandrov, Matej and Bati{\v{c}}, Matej and Frantz, David and Gascon, Ferran and G{\'o}mez-Chova, Luis and Hagolle, Olivier and others},
	year         = 2022,
	journal      = {Remote Sensing of Environment},
	publisher    = {Elsevier},
	volume       = 274,
	pages        = 112990,
}
@article{Wolf22traits,
	title        = {{Citizen science plant observations encode global trait patterns}},
	author       = {Sophie, W. and Mahecha, M.D. and Sabatini, F.M. and Wirth, C. and Bruelheide, H. and Kattge, J. and Moreno-Mart\'inez, A. and Mora, K. and Kattenborn, T.},
	year         = 2022,
	month        = oct,
	journal      = {Nature Ecology \& Evolution},
}
@article{Svendsen20convproc,
	title        = {{Integrating Domain Knowledge in Data-driven Earth Observation with Process Convolutions}},
	author       = {Svendsen, D.H and Piles, M. and Mu\~{n}oz-Mar\'i, J. and Luengo, D. and  Martino, L. and Camps-Valls, G.},
	year         = 2022,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	pages        = {1--15},
	code         = {http://isp.uv.es/lfm/},
	arxiv        = {https://arxiv.org/abs/2104.08134},
}
@article{Gulsen22,
	title        = {{Graph Embedding via High Dimensional Model Representation for Hyperspectral Images}},
	author       = {Taskin, G. and Camps-Valls, G.},
	year         = 2022,
	month        = feb,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 60,
	pages        = {1--11},
	issn         = {0196-2892},
	arxiv        = {https://arxiv.org/abs/2111.14680},
}
@incollection{van2022classification,
	title        = {{A classification of artificial intelligence systems for mathematics education}},
	author       = {Van Vaerenbergh, Steven and P{\'e}rez-Suay, Adri{\'a}n},
	year         = 2022,
	booktitle    = {Mathematics Education in the Age of Artificial Intelligence},
	publisher    = {Springer},
	pages        = {89--106},
}
@article{watson22,
	title        = {{ClimateBench v1.0: A Benchmark for Data-Driven Climate Projections}},
	author       = {Watson-Parris, D. and Rao, Y. and Olivi\'e, D. and Seland, \O{}. and Nowack, P. and Camps-Valls, G. and Stier, P. and Bouabid, S. and Dewey, M. and Fons, E. and Gonzalez, J. and Harder, P. and Jeggle, K. and Lenhardt, J. and Manshausen, P. and Novitasari, M. and Ricard, L. and Roesch, C.},
	year         = 2022,
	journal      = {Journal of Advances in Modeling Earth Systems},
	volume       = 14,
	number       = 10,
	pages        = {e2021MS002954},
	note         = {e2021MS002954 2021MS002954},
	keywords     = {climate, emulation, precipitation, machine learning},
	eprint       = {https://agupubs.onlinelibrary.wiley.com/doi/pdf/10.1029/2021MS002954},
}
@article{LI2022108922,
	title        = {{Kernel dependence regularizers and Gaussian processes with applications to algorithmic fairness}},
	author       = {Zhu Li and Adri\'an P\'erez-Suay and Gustau Camps-Valls and Dino Sejdinovic},
	year         = 2022,
	journal      = {Pattern Recognition},
	volume       = 132,
	pages        = 108922,
	issn         = {0031-3203},
	keywords     = {Fairness, Kernel methods, Gaussian processes, Regularization, Hilbert-Schmidt independence criterion},
	arxiv        = {https://arxiv.org/abs/1911.04322},
}
@article{Almendra21_SMgapFilling,
	title        = {{Comparison of gap-filling techniques applied to the CCI soil moisture database in Southern Europe}},
	author       = {Almendra-Mart\'in, Laura and Mart\'inez-Fern\'andez, Jos\'e and Piles, Mar\'ia and Gonz\'alez-Zamora, \'angel},
	year         = 2021,
	journal      = {Remote Sens. Environ.},
	volume       = 258,
	pages        = 112377,
	issn         = {0034-4257},
	keywords     = {CCI, Soil moisture, Support vector machines,Gap-filling},
}
@article{Blix20owt,
	title        = {{Learning Relevant Features of Optical Water Types}},
	author       = {Blix, K. and Ruescas, A. and Johnson, E. and Camps-Valls, G.},
	year         = 2021,
	month        = apr,
	journal      = {IEEE Geoscience and Remote Sensing Letters},
	volume       = 19,
}
@article{CampsValls19gvi,
	title        = {{A unified vegetation index for quantifying the terrestrial biosphere}},
	author       = {Camps-Valls, Gustau and Campos-Taberner, Manuel and Moreno-Mart\'inez, \'alvaro and Walther, Sophia and Duveiller, Gregory and Cescatti, Alessandro and Mahecha, Miguel D. and Mu\~{n}oz-Mar\'i, Jordi and Garc\'ia-Haro, Francisco Javier and Guanter, Luis and Jung, Martin and Gamon, John A. and Reichstein, Markus and Running, Steven W.},
	year         = 2021,
	journal      = {Science Advances.},
	publisher    = {American Association for the Advancement of Science (AAAS), Pubs.},
	volume       = 7,
	number       = 9,
	elocation-id = {eabc7447},
	eprint       = {https://advances.sciencemag.org/content/7/9/eabc7447.full.pdf},
	code         = {https://github.com/IPL-UV/kNDVI},
}
@article{camps2021perspective,
	title        = {{Perspective on Deep Learning for Earth Sciences}},
	author       = {Camps-Valls, Gustau},
	year         = 2021,
	journal      = {Generalization With Deep Learning: For Improvement On Sensing Capability},
	publisher    = {World Scientific},
	pages        = {159--173},
}
@article{fernandez2021towards,
	title        = {{Towards a novel approach for Sentinel-3 synergistic OLCI/SLSTR cloud and cloud shadow detection based on stereo cloud-top height estimation}},
	author       = {Fernandez-Moran, Roberto and G{\'o}mez-Chova, Luis and Alonso, Luis and Mateo-Garc{\'\i}a, Gonzalo and L{\'o}pez-Puigdollers, Dan},
	year         = 2021,
	journal      = {ISPRS Journal of Photogrammetry and Remote Sensing},
	publisher    = {Elsevier},
	volume       = 181,
	pages        = {238--253},
}
@article{Forzieri21,
	title        = {{Emergent vulnerability to climate-driven disturbances in European forests}},
	author       = {Forzieri, G. and Girardello, M. and Ceccherini, G. and Spinoni, J. and Feyen, L. and Hartmann, H. and Beck, P.S.A and Camps-Valls, G. and Chirici, G. and Mauri, A. and Cescatti, A.},
	year         = 2021,
	month        = feb,
	journal      = {Nature Communications},
	volume       = 12,
	number       = 1081,
}
@article{DUVEILLER2021,
	title        = {{Spatial homogeneity from temporal stability: Exploiting the combined hyper-frequent revisit of Terra and Aqua to guide Earth System Science}},
	author       = {Gregory Duveiller and Gustau Camps-Valls and Guido Ceccherini and Alessandro Cescatti},
	year         = 2021,
	journal      = {Remote Sensing of Environment},
	volume       = 261,
	pages        = 112496,
	issn         = {0034-4257},
	keywords     = {MODIS, Terra, Aqua, Spatial homogeneity, Temporal coherence, Entropy},
}
@article{Johnson20rbig4eo,
	title        = {{Gaussianizing the Earth: Multidimensional Information Measures for Earth Data Analysis}},
	author       = {J. Emmanuel Johnson and Valero Laparra and Maria Piles and Gustau Camps-Valls},
	year         = 2021,
	journal      = {IEEE Geoscience and Remote Sensing Magazine},
	eprint       = {2010.06476},
	code         = {https://github.com/IPL-UV/gauss4eo},
	arxiv        = {https://arxiv.org/abs/2010.06476},
}
@article{10.1371/journal.pone.0246775,
	title        = {{Correction: Kernel methods and their derivatives: Concept and perspectives for the earth system sciences}},
	author       = {Johnson, J. Emmanuel and Laparra, Valero and P\'erez-Suay, Adri\'an and Mahecha, Miguel D. and Camps-Valls, Gustau},
	year         = 2021,
	month        = {02},
	journal      = {Plos One},
	publisher    = {Public Library of Science},
	volume       = 16,
	number       = 2,
	pages        = {1--1},
}
@article{Lopez2021benchmarking,
	title        = {{Benchmarking Deep Learning Models for Cloud Detection in Landsat-8 and Sentinel-2 Images}},
	author       = {L\'opez-Puigdollers, Dan and Mateo-Garc\'ia, Gonzalo and G\'omez-Chova, Luis},
	year         = 2021,
	journal      = {Remote Sensing},
	publisher    = {Multidisciplinary Digital Publishing Institute},
	volume       = 13,
	number       = 5,
	pages        = 992,
}
@article{li2021computing,
	title        = {{Computing variations of entropy and redundancy under nonlinear mappings not preserving the signal dimension: quantifying the efficiency of V1 cortex}},
	author       = {Li, Qiang and Johnson, Emmanuel and Esteve-Taboada, Jose Juan and Laparra, Valero and Malo, Jes{\'u}s},
	year         = 2021,
	publisher    = {MDPI},
	journal = {Entropy},
}
@article{llorente2021deep,
	title        = {{Deep importance sampling based on regression for model inversion and emulation}},
	author       = {Llorente, Fernando and Martino, Luca and Delgado-G{\'o}mez, D and Camps-Valls, Gustau},
	year         = 2021,
	journal      = {Digital Signal Processing},
	publisher    = {Elsevier},
	volume       = 116,
	pages        = 103104,
	arxiv        = {https://arxiv.org/abs/2010.10346},
}
@article{malo2021visual,
	title        = {{Visual Information Fidelity with better Vision Models and better Mutual Information Estimates}},
	author       = {Malo, Jesus and Kheravdar, Benyamin and Li, Qiang},
	year         = 2021,
	journal      = {Journal of Vision},
	publisher    = {The Association for Research in Vision and Ophthalmology},
	volume       = 21,
	number       = 9,
	pages        = {2351--2351},
}
@article{Martinez21gpcrops,
	title        = {{Crop Yield Estimation and Interpretability With Gaussian Processes}},
	author       = {Mart\'inez-Ferrer, L. and Piles, M. and Camps-Valls, G.},
	year         = 2021,
	month        = dec,
	journal      = {IEEE Geoscience and Remote Sensing Letters},
	volume       = 18,
	number       = 2,
	pages        = {2043--2047},
}
@article{BAUR2021112726,
	title        = {{Time-variations of zeroth-order vegetation absorption and scattering at L-band}},
	author       = {Martin J. Baur and Thomas Jagdhuber and Andrew F. Feldman and David Chaparro and Maria Piles and Dara Entekhabi},
	year         = 2021,
	journal      = {Remote Sensing of Environment},
	volume       = 267,
	pages        = 112726,
	issn         = {0034-4257},
	keywords     = {Relative canopy absorption, Relative canopy scattering, Vegetation optical depth, Effective scattering albedo, SMAP, ICESat 2 Lidar},
}
@article{Martino20cpf,
	title        = {{Compressed particle methods for expensive models with application in Astronomy and Remote Sensing}},
	author       = {Martino, L. and Elvira, V. and L\'opez-Santiago, J. and Camps-Valls, G.},
	year         = 2021,
	month        = oct,
	journal      = {Transactions on Aerospace and Electronic Systems},
	volume       = 57,
	number       = 5,
	pages        = {2607--2621},
}
@article{mateo-Garcia_towards_2021,
	title        = {{Towards global flood mapping onboard low cost satellites with machine learning}},
	author       = {Mateo-Garc\'ia, Gonzalo and Veitch-Michaelis, Joshua and Smith, Lewis and Oprea, Silviu Vlad and Schumann, Guy and Gal, Yarin and Baydin, At\i{}l\i{}m G\"une\c{s} and Backes, Dietmar},
	year         = 2021,
	month        = mar,
	journal      = {Scientific Reports},
	volume       = 11,
	number       = 1,
	pages        = 7249,
	issn         = {2045-2322},
	urldate      = {2021-04-01},
}
@article{mateo2021,
	title        = {{Learning main drivers of crop progress and failure in Europe with interpretable machine learning}},
	author       = {Mateo-Sanchis, Anna and Piles, Maria and Amoros-L\'opez, Julia and Mu\~{n}oz-Mar\'i, Jordi and Adsuara, Jose and Moreno-Mart\'inez, \'alvaro and Camps-Valls, Gustau},
	year         = 2021,
	journal      = {International Journal of Applied Earth Observation and Geoinformation},
}
@article{meehl2021initialized,
	title        = {{Initialized Earth System prediction from subseasonal to decadal timescales}},
	author       = {Meehl, Gerald~A and Richter, Jadwiga~H and Teng, Haiyan and Capotondi, Antonietta and Cobb, Kim and Doblas-Reyes, Francisco and Donat, Markus G and England, Matthew~H and Fyfe, John~C and Weiqing, Han and Hyemi, Kim and Kirtman, Ben P. and Yochanan, Kushnir and Lovenduski, Nicole S. and Mann, Michael~E. and Merryfield, William J. and Nieves, Veronica and Pegion, Kathy and Rosenbloom, Nan and S\'anchez, Sara~C. and Scaife, Adam A. and Smith, Doug and Subramanian, Aneesh C. and Sun, Lantao and Thompson, Diane and Ummenhofer, Caroline~C. and Xie, Shang-Ping},
	year         = 2021,
	journal      = {Nature Reviews Earth \& Environment},
	publisher    = {Nature Publishing Group},
	pages        = {1--18},
}
@article{melo2021remote,
	title        = {{Are remote sensing evapotranspiration models reliable across South American ecoregions?}},
	author       = {Melo, DCD and Anache, JAA and Borges, VP and Miralles, DG and Martens, B and Fisher, JB and N{\'o}brega, RLB and Moreno, A and Cabral, OMR and Rodrigues, TR and others},
	year         = 2021,
	journal      = {Water Resources Research},
	publisher    = {Wiley Online Library},
	pages        = {e2020WR028752},
}
@article{essd-2021-82,
	title        = {{ERA5-Land: A state-of-the-art global reanalysis dataset for land applications}},
	author       = {Mu\~{n}oz-Sabater, J and Dutra, E and Agust\'i-Panareda, A and Albergel, C and Arduini, G and Balsamo, G and Boussetta, S and Choulga, M and Harrigan, S and Hersbach, H and Martens, B and Miralles, D G and Piles, M and Rodr\'iguez-Fern\'andez, N J and Zsoter, E and Buontempo, C and Th\'epaut, J.-N.},
	year         = 2021,
	journal      = {Earth Syst. Sci. Data Discuss.},
	volume       = 2021,
	pages        = {1--50},
}
@article{Nieves2021,
	title        = {{Predicting regional coastal sea level changes with machine learning}},
	author       = {Nieves, Veronica and Radin, Cristina and Camps-Valls, Gustau},
	year         = 2021,
	month        = apr,
	day          = {07},
	journal      = {Scientific Reports},
	volume       = 11,
	number       = 1,
	pages        = 7650,
	issn         = {2045-2322},
}
@article{Radin21grl,
	title        = {{Machine-Learning Based Reconstructions of Past Regional Sea Level Variability From Proxy Data}},
	author       = {Radin, Cristina and Nieves, Veronica},
	year         = 2021,
	journal      = {Geophysical Research Letters},
	volume       = 48,
	number       = 23,
	pages        = {e2021GL095382},
	note         = {e2021GL095382 2021GL095382},
	eprint       = {https://agupubs.onlinelibrary.wiley.com/doi/pdf/10.1029/2021GL095382},
}
@article{Salcedo20fog,
	title        = {{Long-term Persistence, Invariant Time Scales and On-off Intermittency of Fog Events}},
	author       = {Salcedo-Sanz, S. and Piles, M. and Cuadra, L. and Casanova-Mateo, C. and Caama\~{n}o, A. J. and Sanz-Justo, J. and Cerro-Prada, E. and Camps-Valls, G.},
	year         = 2021,
	journal      = {Atmospheric Research},
	volume       = 252,
	pages        = {Apr},
}
@article{Salvia_SMADI_2021,
	title        = {{The added-value of remotely-sensed soil moisture data for agricultural drought detection in Argentina}},
	author       = {Salvia, Mercedes and S\'anchez, Nilda and Piles, Mar\'ia and Ruscica, Romina and Gonz\'alez-Zamora, \'angel and Roitberg, Esteban and Mart\'inez-Fern\'andez, Jos\'e},
	year         = 2021,
	journal      = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},
	pages        = {1--1},
}
@article{santoro2021global,
	title        = {{The global forest above-ground biomass pool for 2010 estimated from high-resolution satellite observations}},
	author       = {Santoro, Maurizio and Cartus, Oliver and Carvalhais, Nuno and Rozendaal, Dana{\"e} and Avitabile, Valerio and Araza, Arnan and De Bruin, Sytze and Herold, Martin and Quegan, Shaun and Rodr{\'\i}guez-Veiga, Pedro and others},
	year         = 2021,
	journal      = {Earth System Science Data},
	publisher    = {Copernicus GmbH},
	volume       = 13,
	number       = 8,
	pages        = {3927--3950},
}
@article{schiller2021deep,
	title        = {{Deep learning and citizen science enable automated plant trait predictions from photographs}},
	author       = {Schiller, Christopher and Schmidtlein, Sebastian and Boonman, Coline and Moreno-Mart{\'\i}nez, Alvaro and Kattenborn, Teja},
	year         = 2021,
	journal      = {Scientific},
	publisher    = {Nature Publishing Group},
	volume       = 11,
	number       = 16395,
	pages        = {1--12},
}
@article{tagesson2021physiology,
	title        = {{A physiology-based Earth observation model indicates stagnation in the global gross primary production during recent decades}},
	author       = {Tagesson, Torbern and Tian, Feng and Schurgers, Guy and Horion, Stephanie and Scholes, Robert and Ahlstr{\"o}m, Anders and Ard{\"o}, Jonas and Moreno, Alvaro and Madani, Nima and Olin, Stefan and others},
	year         = 2021,
	journal      = {Global change biology},
	publisher    = {Wiley Online Library},
	volume       = 27,
	number       = 4,
	pages        = {836--854},
}
@article{Tuia21perspective,
	title        = {{Towards a Collective Agenda on AI for Earth Science Data Analysis}},
	author       = {Tuia, D. and Roscher, R. and Wegner, J.D. and Jacobs, N. and Zhu, X.X. and Camps-Valls, G.},
	year         = 2021,
	month        = jun,
	journal      = {IEEE Geoscience and Remote Sensing Magazine},
	volume       = 9,
	number       = 2,
	pages        = {88--104},
	arxiv        = {http://arxiv.org/abs/2104.05107},
}
@article{Vicent20modtran,
	title        = {{Systematic assessment of MODTRAN emulators for atmospheric correction}},
	author       = {Vicent, J. and Rivera-Caicedo, J.P. and Verrelst, J. and Berthelot, B. and Sabater, N. and Mu\~{n}oz-Mar\'i, J. and Camps-Valls, G. and Moreno, J.},
	year         = 2021,
	month        = apr,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 59,
	pages        = {1--14},
}
@article{ZHAO2021126930,
	title        = {{Seamless downscaling of the ESA CCI soil moisture data at the daily scale with MODIS land products}},
	author       = {Wei Zhao and Fengping Wen and Qunming Wang and Nilda S\'anchez and Maria Piles},
	year         = 2021,
	journal      = {Journal of Hydrology},
	volume       = 603,
	pages        = 126930,
	issn         = {0022-1694},
	keywords     = {Surface soil moisture, Spatial downscaling, Annual temperature cycle, ESA CCI, MODIS},
}
@article{Moreno19fusion,
	title        = {{Multispectral high resolution sensor fusion for smoothing and gap-filling in the cloud}},
	author       = {\'alvaro Moreno-Mart\'inez and Emma Izquierdo-Verdiguier and Marco P. Maneta and Gustau Camps-Valls and Nathaniel Robinson and Jordi Mu\~{n}oz-Mar\'i and Fernando Sedano and Nicholas Clinton and Steven W. Running},
	year         = 2020,
	journal      = {Remote Sensing of Environment},
	volume       = 247,
	pages        = 111901,
	issn         = {0034-4257},
	keywords     = {Landsat, MODIS, Gap filling, Smoothing, Kalman filter, Data fusion},
}
@article{Ola19xai,
	title        = {{Estimating and Understanding Crop Yields with Explainable Deep Learning in the Indian Wheat Belt}},
	author       = {Wolanin, A. and Mateo-Garc\'ia, G and Camps-Valls, G. andG\'omez-Chova, L. and Meroni, M. and  Duveiller, G. and Liangzhi, Y. and Guanter, L.},
	year         = 2020,
	journal      = {Environmental Research Letters},
	volume       = 15,
	number       = 2,
	pages        = {1--12},
}
@article{Berger20nitro,
	title        = {{Retrieval of aboveground crop nitrogen content with a hybrid machine learning method}},
	author       = {Berger, K. and Verrelst, J. and Feret, J-B. and Hank, T. and Wocher, M. and Camps-Valls, G.},
	year         = 2020,
	month        = oct,
	journal      = {International Journal of Applied Earth Observations and Geoinformation},
	volume       = 92,
	pages        = 102174,
}
@article{Bueso20rock,
	title        = {{Nonlinear PCA for Spatio-Temporal Analysis of Earth Observation Data}},
	author       = {Bueso, D. and Piles, M. and Camps-Valls, G.},
	year         = 2020,
	month        = aug,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 58,
	number       = 8,
	pages        = {5752--5763},
	arxiv        = {https://arxiv.org/abs/2002.04539},
}
@article{Manu20s2,
	title        = {{Understanding deep learning in land use classification from Sentinel-2 time series}},
	author       = {Campos-Taberner, M. and Garc\'ia-Haro, J. F. and Mart\'inez, B. and Izquierdo-Verdiguier, E. and Atzberger, C. and Camps-Valls, G. and Gilbert, M. A.},
	year         = 2020,
	journal      = {Scientific Reports},
	pages        = 12,
}
@article{Svendsen19,
	title        = {{Deep Gaussian Processes for Parameter Retrieval and Model Inversion}},
	author       = {Daniel Heestermans Svendsen and Pablo Morales-\'alvarez and Ana Belen Ruescas and Rafael Molina and Gustau Camps-Valls},
	year         = 2020,
	journal      = {ISPRS Journal of Photogrammetry and Remote Sensing},
	volume       = 166,
	pages        = {68--81},
}
@article{CampsValls20xkgc,
	title        = {{Explicit Granger Causality in Kernel Hilbert Spaces}},
	author       = {Diego Bueso, Maria Piles, Gustau Camps-Valls},
	year         = 2020,
	journal      = {Physical Review E},
	volume       = 102,
	pages        = {062201},
	arxiv        = {https://arxiv.org/abs/2011.14444},
}
@article{Haro19cwc,
	title        = {{A global Canopy Water Content product from AVHRR/Metop}},
	author       = {Garc\'ia-Haro, F.J. and Campos-Taberner, M. and Moreno, A. and Torbern~Tagesson, H. and Camacho, F. and Mart\'inez, B. and S\'anchez, S. and Piles, M. and Camps-Valls, G. and Yebra, M. and Gilabert, M.A.},
	year         = 2020,
	journal      = {ISPRS Journal of Photogrammetry and Remote Sensing},
	volume       = 161,
	number       = 7,
	pages        = {1--18},
}
@article{Gomez2020color,
	title        = {{Color illusions also deceive CNNs for low-level vision tasks: Analysis and implications}},
	author       = {G\'omez-Villa, A and Mart\'in, A and Vazquez-Corral, J and Bertalm\'io, M and Malo, J},
	year         = 2020,
	journal      = {Vision Research},
	publisher    = {Elsevier},
	volume       = 176,
	pages        = {156--174},
}
@article{Gomez2020visual,
	title        = {{Visual information flow in Wilson--Cowan networks}},
	author       = {G\'omez-Villa, Alexander and Bertalm\'io, Marcelo and Malo, Jes\'us},
	year         = 2020,
	journal      = {Journal of Neurophysiology},
	publisher    = {American Physiological Society Bethesda, MD},
	volume       = 123,
	number       = 6,
	pages        = {2249--2268},
}
@article{Kraemer20ind,
	title        = {{Summarizing the state of the terrestrial biosphere in few dimensions}},
	author       = {Kraemer, G. and Camps-Valls, G. and Reichstein, M. and Smits, J. and Mahecha, M.D.},
	year         = 2020,
	journal      = {Biogeosciences},
}
@article{Kraemer18ldd,
	title        = {{The Low Dimensionality of Development}},
	author       = {Kraemer, G. and Reichstein, M. and Camps-Valls, G. and Smits, J. and Mahecha, M.D.},
	year         = 2020,
	journal      = {Social Indicators Research},
}
@article{doi:10.1029/2019RG000672,
	title        = {{Understanding of Contemporary Regional Sea-level Change and the Implications for the Future}},
	author       = {Hamlington, Benjamin D. and Gardner, Alex S. and Ivins, Erik and Lenaerts, Jan T.M. and Reager, J.T. and Trossman, David S. and Zaron, Edward D. and Adhikari, Surendra and Arendt, Anthony and Aschwanden, Andy and Beckley, Brian D. and Bekaert, David P.S. and Blewitt, Geoffrey and Caron, Lambert and Chambers, Don P. and Chandanpurkar, Hrishikesh A. and Christianson, Knut and Csatho, Beata and Cullather, Richard I. and DeConto, Robert M. and Fasullo, John T. and Frederikse, Thomas and Freymueller, Jeffrey T. and Gilford, Daniel M. and Girotto, Manuela and Hammond, William C. and Hock, Regine and Holschuh, Nicholas and Kopp, Robert E. and Landerer, Felix and Larour, Eric and Menemenlis, Dimitris and Merrifield, Mark and Mitrovica, Jerry X. and Nerem, R. Steven and Nias, Isabel J. and Nieves, Veronica and Nowicki, Sophie and Pangaluru, Kishore and Piecuch, Christopher G. and Ray, Richard D. and Rounce, David R. and Schlegel, Nicole-Jeanne and Seroussi, H\'el\`ene and Shirzaei, Manoochehr and Sweet, William V. and Velicogna, Isabella and Vinogradova, Nadya and Wahl, Thomas and Wiese, David N. and Willis, Michael J.},
	year         = 2020,
	journal      = {Reviews of Geophysics},
	volume       = {n/a},
	number       = {n/a},
	pages        = {e2019RG000672},
	note         = {e2019RG000672 2019RG000672},
	keywords     = {Sea-level, Satellite Observations, Remote Sensing},
}
@article{Kattge20try,
	title        = {{TRY plant trait database -- enhanced coverage and open access}},
	author       = {Jens Kattge et al (+723 authors including \'a. Moreno)},
	year         = 2020,
	month        = jan,
	journal      = {Global Change Biology},
	volume       = 26,
	number       = 1,
	pages        = {119--188},
}
@article{Johnson20EGP,
	title        = {{Accounting for Input Noise in Gaussian Process Parameter Retrieval}},
	author       = {Johnson, J. E. and Laparra, V. and Camps-Valls, G.},
	year         = 2020,
	month        = mar,
	journal      = {IEEE Geoscience and Remote Sensing Letters},
	volume       = 17,
	number       = 3,
	pages        = {391--395},
	code         = {https://github.com/IPL-UV/gp\_error\_propagation},
	arxiv        = {https://arxiv.org/abs/2005.09907},
}
@article{Johnson20sakame,
	title        = {{Kernel methods and their derivatives: Concept and perspectives for the Earth system sciences}},
	author       = {Johnson, J. E. and Laparra, V. and P\'erez-Suay, A. and Mahecha, M. and Camps-Valls, G.},
	year         = 2020,
	journal      = {PLOS One},
	eprint       = {2007.14706},
	code         = {https://github.com/IPL-UV/sakame},
	arxiv        = {https://arxiv.org/abs/2007.14706},
}
@article{Padron19efficientrx,
	title        = {{Efficient Nonlinear RX Anomaly Detectors}},
	author       = {Jos\'e A. Padr\'on Hidalgo and Adri\'an P\'erez-Suay and Fatih Nar and Gustau Camps-Valls},
	year         = 2020,
	journal      = {IEEE Geoscience and Remote Sensing Letters},
	volume       = 17,
}
@article{Estevez20,
	title        = {{Gaussian processes retrieval of LAI from Sentinel-2 top-of-atmosphere radiance data}},
	author       = {Jose Estevez and Jorge Vicent and Juan Pablo Rivera-Caicedo and Pablo Morcillo-Pallar\'es and Francesco Vuolo and Neus Sabater and Gustau Camps-Valls and Jos\'e Moreno and Jochem Verrelst},
	year         = 2020,
	journal      = {ISPRS Journal of Photogrammetry and Remote Sensing},
}
@article{Jung19flux,
	title        = {{Scaling carbon fluxes from eddy covariance sites to globe: Synthesis and evaluation of the FLUXCOM approach}},
	author       = {Jung, M. and Schwalm, C. and Migliavacca, M. and Walther, S. and Camps-Valls, G. and Koirala, S. and Anthoni, P. and Besnard, S. and Bodesheim, P. and Carvalhais, N. and Chevallier, F. and Gans, F. and Groll, D. S. and Haverd, V. and Ichii, K. and Jain, A. K. and Liu, J. and Lombardozzi, D. and Nabel, J. E. M. S. and Nelson, J. A. and Pallandt, M. and Papale, D. and Peters, W. and Pongratz, J. and R\"{o}denbeck, C. and Sitch, S. and Tramontana, G. and Weber, U. and Reichstein, M. and Koehler, P. and O'Sullivan, M. and Walker, A.},
	year         = 2020,
	journal      = {Biogeosciences},
	volume       = 17,
	pages        = {1343--1365},
}
@article{malo2020spatio,
	title        = {{Spatio-chromatic information available from different neural layers via Gaussianization}},
	author       = {Malo, Jes\'us},
	year         = 2020,
	journal      = {The Journal of Mathematical Neuroscience},
	publisher    = {SpringerOpen},
	volume       = 10,
	number       = 1,
	pages        = {1--40},
}
@article{marcelo2020evidence,
	title        = {{Evidence for the intrinsically nonlinear nature of receptive fields in vision}},
	author       = {Marcelo, Bertalm\'io and G\'omez-Villa, Alex and Adri\'an, Mart\'in and Vazquez-Corral, Javier and Kane, David and Jes\'us, Malo},
	year         = 2020,
	journal      = {Scientific Reports},
	publisher    = {Nature Publishing Group},
	volume       = 10,
	number       = 1,
}
@article{mateo-Garcia_transferring_2020,
	title        = {{Transferring deep learning models for cloud detection between Landsat-8 and Proba-V}},
	author       = {Mateo-Garc\'ia, Gonzalo and Laparra, Valero and L\'opez-Puigdollers, Dan and G\'omez-Chova, Luis},
	year         = 2020,
	month        = feb,
	journal      = {ISPRS Journal of Photogrammetry and Remote Sensing},
	volume       = 160,
	pages        = {1--17},
	issn         = {0924-2716},
}
@article{Mahecha19esdc,
	title        = {{Earth system data cubes unravel global multivariate dynamics}},
	author       = {Miguel Mahecha and Fabian Gans and Gunnar Brandt and Rune Christiansen and Sarah Cornell and Normann Fomferra and Guido Kraemer and Jonas Peters and Gustau Camps-Valls and Jonathan Donges, Wouter Dorigo and Lina Estupinan-Suarez and Victor Gutierrez-Velez and Martin Gutwin and Martin Jung and Maria Londono and Diego Miralles and Phillip Papastefanou and Markus Reichstein},
	year         = 2020,
	month        = feb,
	journal      = {Earth System Dynamics},
	volume       = 11,
	pages        = {201--234}
}
@incollection{moreno2020machine,
	title        = {{Machine Learning Methods for Spatial and Temporal Parameter Estimation}},
	author       = {Moreno-Mart\'inez, \'alvaro and Piles, Mar\'ia and Mu\~{n}oz-Mar\'i, Jordi and Campos-Taberner, Manuel and Adsuara, Jose E and Mateo, Anna and P\'erez-Suay, Adri\'an and Garc\'ia-Haro, Francisco Javier and Camps-Valls, Gustau},
	year         = 2020,
	booktitle    = {Hyperspectral Image Analysis},
	publisher    = {Springer},
	pages        = {5--35},
}
@article{Padron20cook,
	title        = {{Efficient Kernel Cook's Distance for Remote Sensing Anomalous Change Detection}},
	author       = {Padr\'on-Hidalgo, J.A. and P\'erez-Suay, A. and Nar, F. and Laparra, V. and Camps-Valls, G.},
	year         = 2020,
	month        = sep,
	journal      = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},
	volume       = 13,
	pages        = {5480--5488},
}
@article{Portal2020RS,
	title        = {{Assessment of Multi-Scale SMOS and SMAP Soil Moisture Products across the Iberian Peninsula}},
	author       = {Portal, G. and Jagdhuber, T. and Vall-llossera, M. and Camps, A. and Pablos, M. and Entekhabi, D. and Piles, M.},
	year         = 2020,
	journal      = {Remote Sensing},
	volume       = 12,
	number       = 3,
	issn         = {2072-4292},
}
@inproceedings{pmlr-v123-runge20a,
	title        = {{The Causality for Climate Competition}},
	author       = {Runge, Jakob and Tibau, Xavier-Andoni and Bruhns, Matthias and Mu\~{n}oz-Mar\'i, Jordi and Camps-Valls, Gustau},
	year         = 2020,
	month        = {08--14 Dec},
	booktitle    = {Proceedings of the NeurIPS 2019 Competition and Demonstration Track},
	publisher    = {Pmlr},
	series       = {Proceedings of Machine Learning Research},
	volume       = 123,
	pages        = {110--120},
	editor       = {Escalante, Hugo Jair and Hadsell, Raia},
	pdf          = {http://proceedings.mlr.press/v123/runge20a/runge20a.pdf},
}
@article{Ruscica2020IJRS,
	title        = {{Spatio-temporal soil drying in southeastern South America: the importance of the effective sampling frequency and observational errors on drydown time scale estimates}},
	author       = {Ruscica, Romina C. and Polcher, Jan and Salvia, Mercedes M. and S\"{o}rensson, Anna A. and Piles, Maria and Jobbagy, Esteban and Karszenbaum, Haydee},
	year         = 2020,
	journal      = {International Journal of Remote Sensing},
	number       = 1,
	pages        = {7958--7992},
}
@article{SALCEDOSANZ2020256,
	title        = {{Machine learning information fusion in Earth observation: A comprehensive review of methods, applications and data sources}},
	author       = {S. Salcedo-Sanz and P. Ghamisi and M. Piles and M. Werner and L. Cuadra and \'a. Moreno-Mart\'inez and E. Izquierdo-Verdiguier and J. Mu\~{n}oz-Mar\'i and Amirhosein Mosavi and G. Camps-Valls},
	year         = 2020,
	journal      = {Information Fusion},
	volume       = 63,
	pages        = {256--272},
	issn         = {1566-2535},
	keywords     = {Earth science, Earth observation, Information fusion, Data fusion, Machine learning, Cloud computing, Gap filling, Remote sensing, Multisensor fusion, Data blending, Social networks},
}
@article{sauzede2020estimation,
	title        = {{Estimation of Oceanic Particulate Organic Carbon with Machine Learning}},
	author       = {Sauz\`{e}de, R and Johnson, J Emmanuel and Claustre, H and Camps-Valls, G and Ruescas, AB},
	year         = 2020,
	journal      = {ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences},
	publisher    = {Copernicus GmbH},
	volume       = 2,
	pages        = {949--956},
}
@article{Schlund20gpp,
	title        = {{Constraining uncertainty in projected gross primary production with machine learning}},
	author       = {Schlund, M. and Eyring, V. and Camps-Valls, G. and Friedlingstein, P. and Gentine, P. and Reichstein, R.},
	year         = 2020,
	month        = oct,
	journal      = {Journal of Geophysical Research - Biogeosciences},
}
@article{VANWITTENBERGHE2020148351,
	title        = {{Combined dynamics of the 500-600 nm leaf absorption and chlorophyll fluorescence changes in vivo: evidence for the multifunctional energy quenching role of xanthophylls}},
	author       = {Shari {Van Wittenberghe} and Valero Laparra and Jos\'e Ignacio Garc\'ia-Plazaola and Beatriz Fern\'andez-Mar\'in and Albert Porcar-Castell and Jos\'e Moreno},
	year         = 2020,
	journal      = {Biochimica et Biophysica Acta (BBA) - Bioenergetics},
	pages        = 148351,
	issn         = {0005-2728},
	keywords     = {antheraxanthin, dynamic quenching, photoprotection, singlet excited Chl, spectral fitting, xanthophyll cycles, zeaxanthin},
}
@article{Svendsen19amogape,
	title        = {{Active Emulation of Computer Codes with Gaussian Processes -- Application to Remote Sensing}},
	author       = {Svendsen, D.H. and Martino, L. and Camps-Valls, G.},
	year         = 2020,
	journal      = {Pattern Recognition},
	volume       = 100,
	number       = 107103,
	pages        = {1--12},
}
@article{Jagdhuber20tgars,
	title        = {{Estimation of Vegetation Structure Parameters From SMAP Radar Intensity Observations}},
	author       = {T. {Jagdhuber} and C. {Montzka} and C. {L\'opez-Mart\'inez} and M. J. {Baur} and M. {Link} and M. {Piles} and N. N. {Das} and F. {Jonard}},
	year         = 2020,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	pages        = {1--17},
}
@article{Tramontana19partition,
	title        = {{Partitioning net carbon dioxide fluxes into photosynthesis and respiration using neural networks}},
	author       = {Tramontana, G. and Migliavacca, M. and Jung, M. and Reichstein, M. and Keenan, T. and Camps-Valls, G. and Ogee, J. and Verrelst, J. and Papale, D.},
	year         = 2020,
	journal      = {Global Change Biology},
	volume       = 26,
	number       = 9,
}
@article{Al-Yaari2019289,
	title        = {{Assessment and inter-comparison of recently developed/reprocessed microwave satellite soil moisture products using ISMN ground-based measurements}},
	author       = {Al-Yaari, A. and Wigneron, J.-P. and Dorigo, W. and Colliander, A. and Pellarin, T. and Hahn, S. and Mialon, A. and Richaume, P. and Fern\'andez-Moran, R. and Fan, L. and Kerr, Y.H. and De Lannoy, G.},
	year         = 2019,
	journal      = {Remote Sensing of Environment},
	volume       = 224,
	pages        = {289--303},
	note         = 9,
}
@article{Mateo19,
	title        = {{Synergistic Integration of Optical and Microwave Satellite Data for Crop Yield Estimation}},
	author       = {Anna Mateo-Sanchis and Maria Piles and Jordi Mu\~{n}oz-Mar\'i and Jose E. Adsuara and Adri\'an P\'erez-Suay and Gustau Camps-Valls},
	year         = 2019,
	month        = dec,
	journal      = {Remote Sensing of Environment},
	volume       = 234,
	pages        = 111460,
}
@article{Chaparro2019RSE,
	title        = {{Sensitivity of L-band vegetation optical depth to carbon stocks in tropical forests: a comparison to higher frequencies and optical indices}},
	author       = {David Chaparro and Gr\'egory Duveiller and Maria Piles and Alessandro Cescatti and Merc\`{e} Vall-llossera and Adriano Camps and Dara Entekhabi},
	year         = 2019,
	journal      = {Remote Sensing of Environment},
	volume       = 232,
	pages        = 111303,
	issn         = {0034-4257},
}
@article{Fan2019944,
	title        = {{Satellite-observed pantropical carbon dynamics}},
	author       = {Fan, L. and Wigneron, J.-P. and Ciais, P. and Chave, J. and Brandt, M. and Fensholt, R. and Saatchi, S.S. and Bastos, A. and Al-Yaari, A. and Hufkens, K. and Qin, Y. and Xiao, X. and Chen, C. and Myneni, R.B. and Fern\'andez-Moran, R. and Mialon, A. and Rodr\'iguez-Fern\'andez, N.J. and Kerr, Y. and Tian, F. and Pe\~{n}uelas, J.},
	year         = 2019,
	journal      = {Nature Plants},
	volume       = 5,
	number       = 9,
	pages        = {944--951},
	note         = 4,
}
@article{GarciaSobrino19compress,
	title        = {{Improved Statistically-based Retrievals via Spatial-Spectral Data Compression for IASI data}},
	author       = {Garc\'ia-Sobrino, J. and Laparra, V. and Serra-Sagrist\`{a} and Calbet, X. and Camps-Valls, G.},
	year         = 2019,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	number       = 99,
	pages        = {1--12},
}
@article{CampsValls19nsr,
	title        = {{A Perspective on Gaussian Processes for Earth Observation}},
	author       = {Gustau Camps-Valls and Dino Sejdinovic and Jakob Runge and Markus Reichstein},
	year         = 2019,
	month        = mar,
	journal      = {National Science Review},
	volume       = 6,
	number       = 4,
	pages        = {616--618},
	doi          = {https://doi.org/10.1093/nsr/nwz028}
}
@article{TEUBNER2018b,
	title        = {{A carbon sink-driven approach to estimate gross primary production from microwave satellite observations}},
	author       = {Irene E. Teubner and Matthias Forkel and Gustau Camps-Valls and Martin Jung and Diego G. Miralles and Gianluca Tramontana and Robin van der Schalie and Mariette Vreugdenhil and Leander M\"{o}singer and Wouter A. Dorigo},
	year         = 2019,
	month        = aug,
	journal      = {Remote Sensing of Environment},
	volume       = 229,
	pages        = {100--113},
}
@article{MorenoSC19,
	title        = {{Foreword to the Special Issue on IGARSS 2018}},
	author       = {Jos\'e F. Moreno, JF and Sobrino, JA and Camps-Valls, G},
	year         = 2019,
	journal      = {{IEEE} {J} Sel. Topics in Appl. Earth Observ. and Remote Sensing},
	volume       = 12,
	number       = 7,
	pages        = {2012--2014},
}
@article{Adsuara19,
	title        = {{Nonlinear Distribution Regression for Remote Sensing Applications}},
	author       = {Jose E. Adsuara and Adri\'an P\'erez-Suay and Jordi Mu\~{n}oz-Mar\'i and Anna Mateo-Sanchis and Maria Piles and Gustau Camps-Valls},
	year         = 2019,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 57,
	number       = 12,
	pages        = {10025--10035},
}
@article{Jung18fluxcom,
	title        = {{The FLUXCOM ensemble of global land-atmosphere energy fluxes}},
	author       = {Jung, M. and Koirala, S. and Weber, U. and Ichii, K. and Gans, F. and Camps-Valls, G. and Papale, D. and Schwalm, C. and Tramontana, G. and Reichstein, M.},
	year         = 2019,
	journal      = {Scientific Data},
	arxiv        = {https://arxiv.org/abs/1812.04951},
}
@article{Karthik19,
	title        = {Simultaneous retrieval of global scale Vegetation Optical Depth, surface roughness, and soil moisture using X-band AMSR-E observations},
	author       = {L. Karthikeyan and Ming Pan and Alexandra G. Konings and Mar\'{\i}a Piles and Roberto Fern\'{a}ndez-Moran and D. Nagesh Kumar and Eric F. Wood},
	year         = 2019,
	journal      = {Remote Sensing of Environment},
	volume       = 234,
	pages        = 111473,
	doi          = {https://doi.org/10.1016/j.rse.2019.111473},
	issn         = {0034-4257},
	url          = {http://www.sciencedirect.com/science/article/pii/S0034425719304924},
}
@article{Pipia19,
	title        = {{Fusing Optical and SAR time series for LAI gap filling with multioutput Gaussian processes}},
	author       = {Luca Pipia and Jordi Mu\~{n}oz-Mar\'i and Eatidal Amin and Santiago Belda and Gustau Camps-Valls and Jochem Verrelst},
	year         = 2019,
	month        = dec,
	journal      = {Remote Sensing of Environment},
	volume       = 235,
	pages        = 111452,
}
@article{Piles19RSE,
	title        = {{Dominant Features of Global Surface Soil Moisture Variability observed by the SMOS satellite}},
	author       = {M. Piles and J. Ballabrera-Poy and J. Mu\~{n}oz-Sabater},
	year         = 2019,
	journal      = {Remote Sensing},
	volume       = 11,
	number       = 1,
	pages        = 95,
}
@article{Malmgren-Hansen19cnn,
	title        = {{Statistical Retrieval of Atmospheric Profiles with Deep Convolutional Neural Networks}},
	author       = {Malmgren-Hansen, D. and Laparra, V. and Nielsen, A.A. and Camps-Valls, G.},
	year         = 2019,
	journal      = {ISPRS Journal of Photogrammetry and Remote Sensing},
	volume       = 1,
	number       = 1,
	pages        = {1--1},
}
@article{Marcello19mgrs,
	title        = {{Activities of the IEEE GRSS Spain Chapter}},
	author       = {Marcello, J and Piles, M and Camps-Valls, G and L\'opez-Mart\'inez, C and \'alvarez-P\'erez, JL and Plaza, A},
	year         = 2019,
	month        = jun,
	journal      = {IEEE Geoscience and Remote Sensing Magazine},
	volume       = 7,
	number       = 2,
	pages        = {177--180},
	issn         = {2168-6831},
}
@article{Meyer19,
	title        = {{Estimating Gravimetric Water Content of a Winter Wheat Field from L-Band Vegetation Optical Depth}},
	author       = {Meyer, Thomas and Jagdhuber, Thomas and Piles, Mar\'ia and Fink, Anita and Grant, Jennifer and Vereecken, Harry and Jonard, Fran\c{c}ois},
	year         = 2019,
	journal      = {Remote Sensing},
	volume       = 11,
	number       = 20,
	issn         = {2072-4292},
}
@article{HE2019111201,
	title        = {{Satellite data-driven modeling of field scale evapotranspiration in croplands using the MOD16 algorithm framework}},
	author       = {Mingzhu He and John S. Kimball and Yonghong Yi and Steven W. Running and Kaiyu Guan and \'alvaro Moreno and Xiaocui Wu and Marco Maneta},
	year         = 2019,
	journal      = {Remote Sensing of Environment},
	volume       = 230,
	pages        = 111201,
	issn         = {0034-4257},
	keywords     = {Cropland, Evapotranspiration, 30-m, Landsat, MODIS},
}
@article{PerezSuay19shsic,
	title        = {{Causal Inference in Geoscience and Remote Sensing from Observational Data}},
	author       = {P\'erez-Suay, A. and Camps-Valls, G.},
	year         = 2019,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 57,
	number       = 3,
	pages        = {1502--1513},
}
@article{Padron18kacd,
	title        = {{Kernel Anomalous Change Detection for Remote Sensing Imagery}},
	author       = {Padr\'on-Hidalgo, J. A. and Laparra, V. and Longbotham, N and Camps-Valls, G.},
	year         = 2019,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 57,
	number       = 10,
	pages        = {7743--7755},
}
@article{reichstein19nat,
	title        = {{Deep learning and process understanding for data-driven Earth System Science}},
	author       = {Reichstein, M. and Camps-Valls, G. and Stevens, B. and Denzler, J. and Carvalhais, N. and Jung, M. and Prabhat},
	year         = 2019,
	month        = feb,
	journal      = {Nature},
	volume       = 566,
	pages        = {195--204},
}
@article{robinson2019rangeland,
	title        = {{Rangeland Productivity Partitioned to Sub-Pixel Plant Functional Types}},
	author       = {Robinson, Nathaniel P and Jones, Matthew O and Moreno, \'alvaro and Erickson, Tyler A and Naugle, David E and Allred, Brady W},
	year         = 2019,
	journal      = {Remote Sensing},
	volume       = 11,
	number       = 12,
	pages        = 1427,
}
@article{Runge19,
	title        = {{Inferring causation from time series with perspectives in Earth system sciences}},
	author       = {Runge, J. and Bathiany, S. and Bollt, E. and Camps-Valls, G. and Coumou, D. and Deyle, E. and Clymour, C. and Kretschmer, M. and Mahecha, M. and Mu\~{n}oz-Mar\'i, J. and van Nes, E. and Peters, J. and Quax, R. and Reichstein, M. and Scheffer, M. and Sch\"{o}lkopf, B. and Spirtes, P. and Sugihara, G. and Sun, J. and Zhang, K. and Zscheischler, J.},
	year         = 2019,
	journal      = {Nature Communications},
	number       = 2553,
	pages        = {1--13},
}
@article{SANCHEZRUIZ2019101913,
	title        = {{Growing stock volume from multi-temporal landsat imagery through google earth engine}},
	author       = {Sergio S\'anchez-Ruiz and \'alvaro Moreno-Mart\'inez and Emma Izquierdo-Verdiguier and Marta Chiesi and Fabio Maselli and Mar\'ia Amparo Gilabert},
	year         = 2019,
	journal      = {International Journal of Applied Earth Observation and Geoinformation},
	volume       = 83,
	pages        = 101913,
	issn         = {0303-2434},
	keywords     = {Growing stock volume, Guided regularized random forests, Google Earth Engine, Landsat, Spain},
}
@article{Jorge19linearagape,
	title        = {{Gradient-based Automatic Look-Up Table Generator for Radiative Transfer Models}},
	author       = {Vicent, J. and Alonso, L. and Martino, L. and Sabater, N. and Verrelst, J. and Camps-Valls, G. and Moreno, J.},
	year         = 2019,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 57,
	number       = 2,
	pages        = {1040--1048},
}
@article{Walther18trees,
	title        = {{Satellite observations of the contrasting response of trees and grasses to variations in water availability}},
	author       = {Walther, S. and Duveiller, G. and Jung, M. and Guanter, L. and Cescatti, A. and Camps-Valls, G.},
	year         = 2019,
	journal      = {Geophysical Research Letters},
	volume       = 46,
	number       = 46,
}
@article{Wolanin18gpp,
	title        = {{Estimating Crop Gross Primary Productivity with Sentinel-2, Radiative Transfer Modeling and Machine Learning Methods}},
	author       = {Wolanin, A. and Guanter, L. and Camps-Valls, G. and G\'omez-Chova, L. and Mateo-Garc\'ia, G. and van der Tol, C. and Zhang, Y.},
	year         = 2019,
	journal      = {Remote Sensing of Environment},
}
@article{Yin2019,
	title        = {{Intercomparison of soil moisture retrieved from GNSS-R and from passive L-band radiometry at the Valencia anchor station}},
	author       = {Yin, C. and L\'opez-Baeza, E. and Martin-Neira, M. and Fern\'andez-Moran, R. and Yang, L. and Navarro-Camba, E.A. and Egido, A. and Mollfulleda, A. and Li, W. and Cao, Y. and Zhu, B. and Yang, D.},
	year         = 2019,
	journal      = {Sensors},
	volume       = 19,
	number       = 8,
	note         = {0},
}
@article{campos2018critical,
  title={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},
  author={Campos-Taberner, Manuel and Garc{\'\i}a-Haro, Francisco Javier and Busetto, Lorenzo and Ranghetti, Luigi and Mart{\'\i}nez, Beatriz and Gilabert, Mar{\'\i}a Amparo and Camps-Valls, Gustau and Camacho, Fernando and Boschetti, Mirco},
  journal={Remote Sensing},
  volume={10},
  number={5},
  pages={763},
  year={2018},
  publisher={MDPI}
}
@article{Campos18gee,
	title        = {{Global estimation of biophysical variables from Google Earth Engine platform}},
	author       = {Campos-Taberner, M. and Moreno-Mart\'inez, A. and Garc\'ia-Haro, F. J. and Camps-Valls, G. and Robinson, N. P. and Kattge, J. and Running, S.W.},
	year         = 2018,
	journal      = {Remote Sensing},
	number       = 10,
	pages        = 1167,
}
@article{CampsValls18sciasi,
	title        = {{Physics-aware Gaussian processes in remote sensing}},
	author       = {Camps-Valls, Gustau and Svendsen, Daniel and Martino, Luca and Mu\~{n}oz-Mar\'i, Jordi and Laparra, Valero and Campos-Taberner, Manuel and Luengo, David},
	year         = 2018,
	month        = jul,
	journal      = {Applied Soft Computing},
	volume       = 68,
	pages        = {69--82},
}
@article{Svendsen17jgp,
	title        = {{Joint Gaussian Processes for Biophysical Parameter Retrieval}},
	author       = {D. H. Svendsen and L. Martino and M. Campos-Taberner and F. J. Garc\'ia-Haro and G. Camps-Valls},
	year         = 2018,
	month        = mar,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 56,
	number       = 3,
	pages        = {1718--1727},
	issn         = {0196-2892},
	arxiv        = {https://arxiv.org/abs/1711.05197},
}
@article{Chaparro2018249,
	title        = {{L-band vegetation optical depth seasonal metrics for crop yield assessment}},
	author       = {David Chaparro and Maria Piles and Merc\`{e} Vall-llossera and Adriano Camps and Alexandra G. Konings and Dara Entekhabi},
	year         = 2018,
	journal      = {Remote Sensing of Environment},
	volume       = 212,
	pages        = {249--259},
	issn         = {0034-4257},
	keywords     = {Crop yield},
}
@article{Fan2018210,
	title        = {{Evaluation of microwave remote sensing for monitoring live fuel moisture content in the Mediterranean region}},
	author       = {Fan, L. and Wigneron, J.-P. and Xiao, Q. and Al-Yaari, A. and Wen, J. and Martin-StPaul, N. and Dupuy, J.-L. and Pimont, F. and Al Bitar, A. and Fern\'andez-Moran, R. and Kerr, Y.H.},
	year         = 2018,
	journal      = {Remote Sensing of Environment},
	volume       = 205,
	pages        = {210--223},
	note         = 13,
}
@article{GarciaHARO201857,
	title        = {{Derivation of global vegetation biophysical parameters from EUMETSAT Polar System}},
	author       = {Francisco Javier Garc\'ia-Haro and Manuel Campos-Taberner and Jordi Mu\~{n}oz-Mar\'i and Valero Laparra and Fernando Camacho and Jorge S\'anchez-Zapero and Gustau Camps-Valls},
	year         = 2018,
	journal      = {ISPRS Journal of Photogrammetry and Remote Sensing},
	volume       = 139,
	pages        = {57--74},
	issn         = {0924-2716},
	keywords     = {European Polar System (EPS), Biophysical parameters (LAI, FVC, FAPAR), Machine learning, Gaussian Process Regression (GPR), Radiative transfer modelling, AVHRR/MetOp},
}
@article{Gomez18ksnr,
	title        = {{Signal-to-Noise Ratio in reproducing kernel Hilbert spaces}},
	author       = {G\'omez-Chova, L. and Santos-Rodr\'iguez, R. and Camps-Valls, G.},
	year         = 2018,
	month        = sep,
	journal      = {Pattern Recognition Letters},
	volume       = 112,
	pages        = {75--82},
}
@article{Portal2018JSTARS,
	title        = {{A Spatially Consistent Downscaling Approach for SMOS Using an Adaptive Moving Window}},
	author       = {Gerard Portal and Merce Vall-llossera and Maria Piles and Adriano Camps and David Chaparro and Miriam Pablos and Luciana Rossato},
	year         = 2018,
	journal      = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},
}
@article{TEUBNER201879,
	title        = {{Assessing the relationship between microwave vegetation optical depth and gross primary production}},
	author       = {Irene E. Teubner and Matthias Forkel and Martin Jung and Yi Y. Liu and Diego G. Miralles and Robert Parinussa and Robin van der Schalie and Mariette Vreugdenhil and Christopher R. Schwalm and Gianluca Tramontana and Gustau Camps-Valls and Wouter A. Dorigo},
	year         = 2018,
	journal      = {International Journal of Applied Earth Observation and Geoinformation},
	volume       = 65,
	pages        = {79--91},
	issn         = {0303-2434},
	keywords     = {Microwave remote sensing, Vegetation dynamics, Ecosystem productivity, ASCAT, SMOS, AMSR-E},
}
@article{MARTINO20181,
	title        = {{The Recycling Gibbs sampler for efficient learning}},
	author       = {Luca Martino and V\'ictor Elvira and Gustau Camps-Valls},
	year         = 2018,
	journal      = {Digital Signal Processing},
	volume       = 74,
	pages        = {1--13},
	issn         = {1051-2004},
	keywords     = {Bayesian inference, Markov Chain Monte Carlo (MCMC), Gibbs sampling, Gaussian Processes (GP), Automatic relevance determination (ARD)},
}
@article{MARTINO2018134,
	title        = {{A review of multiple try MCMC algorithms for signal processing}},
	author       = {Luca Martino},
	year         = 2018,
	journal      = {Digital Signal Processing},
	volume       = 75,
	pages        = {134--152},
	issn         = {1051-2004},
	keywords     = {Markov Chain Monte Carlo, Multiple Try Metropolis, Particle Metropolis–Hastings, Particle filtering, Monte Carlo methods, Bayesian inference},
}
@article{MartinezGarcia18plos,
	title        = {{Derivatives and inverse of cascaded linear+nonlinear neural models}},
	author       = {Mart\'inez-Garc\'ia, M. and Cyriac, P. and Batard, T. and Bertalmio, M. and Malo, J.},
	year         = 2018,
	journal      = {PLOS One},
	arxiv        = {https://arxiv.org/abs/1606.00144},
}
@article{Martino18gis,
	title        = {{Group Importance Sampling for Particle Filtering and MCMC}},
	author       = {Martino, L. and Elvira, V. and Gustau Camps-Valls},
	year         = 2018,
	journal      = {Digital Signal Processing},
	volume       = 82,
	number       = 1,
	pages        = {133--151},
}
@article{mateo-Garcia_multitemporal_2018,
	title        = {{Multitemporal Cloud Masking in the Google Earth Engine}},
	author       = {Mateo-Garc\'ia, Gonzalo and G\'omez-Chova, Luis and Amor\'os-L\'opez, Julia and Mu\~{n}oz-Mar\'i, Jordi and Camps-Valls, Gustau},
	year         = 2018,
	month        = jul,
	journal      = {Remote Sensing},
	volume       = 10,
	number       = 7,
	pages        = 1079,
	urldate      = {2018-07-10},
	copyright    = {http://creativecommons.org/licenses/by/3.0/},
	language     = {en},
}
@article{Mateo18wgp,
	title        = {{Warped Gaussian Processes in Remote Sensing Parameter Estimation and Causal Inference}},
	author       = {Mateo, A. and Mu\~{n}oz-Mar\'i, J. and P\'erez-Suay, A. and Camps-Valls, G.},
	year         = 2018,
	journal      = {IEEE Geoscience and Remote Sensing Letters},
	volume       = 15,
	number       = 11,
	pages        = {1647--1651},
}
@article{Moreno18,
	title        = {{A methodology to derive global maps of leaf traits using remote sensing and climate data}},
	author       = {Moreno-Mart\'inez, A. and Camps-Valls, G. and Kattge, J. and Robinson, N. and Reichstein, M. and van~Bodegom, P. and Kramer, K. and Cornelissen, J.H.C. and Reich, P. and Bahn, M. and Niinemets, U. and Penuelas, J. and Craine, J.M. and Cerabolini, B.E.L. and Minden, V. and Laughlin, D.C. and  Sack, L. and Allred, B. and Baraloto, C. and Byun, C. and Soudzilovskaia, N.A. and Running, S.W.},
	year         = 2018,
	journal      = {Remote Sensing of Environment},
	volume       = 218,
	number       = 12,
	pages        = {69--88},
}
@article{Sanchez2018141,
	title        = {{Integrated remote sensing approach to global agricultural drought monitoring}},
	author       = {Nilda S\'anchez and \'angel Gonz\'alez-Zamora and Jos\'e Mart\'inez-Fern\'andez and Maria Piles and Miriam Pablos},
	year         = 2018,
	journal      = {Agricultural and Forest Meteorology},
	volume       = 259,
	pages        = {141--153},
	issn         = {0168-1923},
}
@article{Morales17rffvffgp,
	title        = {{Remote Sensing Image Classification With Large-Scale Gaussian Processes}},
	author       = {P. Morales-\'alvarez and A. P\'erez-Suay and R. Molina and G. Camps-Valls},
	year         = 2018,
	month        = feb,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 56,
	number       = 2,
	pages        = {1103--1114},
	issn         = {0196-2892},
}
@article{PerezSuay18lm,
	title        = {{Pattern Recognition Scheme for Large-Scale Cloud Detection over Landmarks}},
	author       = {P\'erez-Suay, A. and Amor\'os, J. and G\'omez-Chova, L. and Laparra, V. and and Mu\~{n}oz-Mar\'i, J. and Camps-Valls, G.},
	year         = 2018,
	journal      = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},
	volume       = 11,
	number       = 11,
	pages        = {3977--3987},
}
@article{su10010181,
	title        = {{Earth Observation-Based Operational Estimation of Soil Moisture and Evapotranspiration for Agricultural Crops in Support of Sustainable Water Management}},
	author       = {Petropoulos, George P. and Srivastava, Prashant K. and Piles, Maria and Pearson, Simon},
	year         = 2018,
	journal      = {Sustainability},
	volume       = 10,
	number       = 1,
	issn         = {2071-1050},
}
@article{rs10050786,
	title        = {{Machine Learning Regression Approaches for Colored Dissolved Organic Matter (CDOM) Retrieval with S2-MSI and S3-OLCI Simulated Data}},
	author       = {Ruescas, Ana  Bel\'en and Hieronymi, Martin and Mateo-Garc\'ia, Gonzalo and Koponen, Sampsa and Kallio, Kari and Camps-Valls, Gustau},
	year         = 2018,
	journal      = {Remote Sensing},
	volume       = 10,
	number       = 5,
	issn         = {2072-4292},
	article      = 786,
}
@article{Szigarski2018RS,
	title        = {{Analysis of the Radar Vegetation Index and Potential Improvements}},
	author       = {Szigarski, Christoph and Jagdhuber, Thomas and Baur, Martin and Thiel, Christian and Parrens, Marie and Wigneron, Jean-Pierre and Piles, Maria and Entekhabi, Dara},
	year         = 2018,
	journal      = {Remote Sensing},
	volume       = 10,
	number       = 11,
	issn         = {2072-4292},
	article-number = 1776,
}
@article{Verrelst2018SG,
	title        = {{Quantifying Vegetation Biophysical Variables from Imaging Spectroscopy Data: A Review on Retrieval Methods}},
	author       = {Verrelst, Jochem and Malenovsky, Zbynek and Van der Tol, Christiaan and Camps-Valls, Gustau and Gastellu-Etchegorry, Jean-Philippe and Lewis, Philip and North, Peter and Moreno, Jos\'e},
	year         = 2018,
	month        = jun,
	day          = {01},
	journal      = {Surveys in Geophysics},
	issn         = {1573-0956},
}
@article{Jorge18emulainterp,
	title        = {{Emulation as an Accurate Alternative to Interpolation in Sampling Radiative Transfer Codes}},
	author       = {Vicent, J. and Verrelst, J. and Rivera-Caicedo, J.P. and Sabater, N. and Mu\~{n}oz-Mar\'i, J. and and Camps-Valls, G. and Moreno, J.},
	year         = 2018,
	month        = dec,
	journal      = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},
	volume       = 11,
	number       = 12,
	pages        = {4918--4931},
}
@article{Bailly17,
	title        = {{Nonlinear Time-Series Adaptation for Land Cover Classification}},
	author       = {A. Bailly and L. Chapel and R. Tavenard and G. Camps-Valls},
	year         = 2017,
	journal      = {IEEE Geoscience and Remote Sensing Letters},
	volume       = {Pp},
	number       = 99,
	pages        = {1--5},
	issn         = {1545-598x},
	keywords     = {Distortion,Kernel,Manifolds,Remote sensing,Satellites,Time series analysis,Vegetation mapping,Domain adaptation,kernel methods,land cover classification,manifold alignment,time series.},
}
@article{Barella17,
	title        = {{Comparison of measured brightness temperatures from SMOS with modelled ones from ORCHIDEE and H-TESSEL over the Iberian Peninsula}},
	author       = {A. Barella-Ortiz and J. Polcher and P. de Rosnay and M. Piles and E. Gelat},
	year         = 2017,
	journal      = {Hydrology and Earth System Science},
	volume       = 21,
	pages        = {357--375},
	timestamp    = {2017.02.28},
}
@article{Perez17shsic,
	title        = {{Sensitivity maps of the Hilbert–Schmidt independence criterion}},
	author       = {Adri\'an P\'erez-Suay and Gustau Camps-Valls},
	year         = 2017,
	journal      = {Applied Soft Computing},
	issn         = {1568-4946},
	arxiv        = {https://arxiv.org/pdf/1611.00555v1.pdf},
}
@article{PerezSuay2017,
	title        = {{Randomized kernels for large scale Earth observation applications}},
	author       = {Adrian P\'erez-Suay and Julia Amoros-L\'opez and Luis G\'omez-Chova and Valero Laparra and Jordi Mu\~{n}oz-Mar\'i and Gustau Camps-Valls},
	year         = 2017,
	journal      = {Remote Sensing of Environment},
	pages        = {-},
	issn         = {0034-4257},
	keywords     = {Machine learning},
}
@article{KONINGS2017460,
	title        = {{L-band vegetation optical depth and effective scattering albedo estimation from SMAP}},
	author       = {Alexandra G. Konings and Maria Piles and Narendra Das and Dara Entekhabi},
	year         = 2017,
	journal      = {Remote Sensing of Environment},
	volume       = 198,
	pages        = {460--470},
	issn         = {0034-4257},
	keywords     = {Vegetation optical depth},
}
@article{AlonsoRS17,
	title        = {{Diurnal Cycle Relationships between Passive Fluorescence, PRI and NPQ of Vegetation in a Controlled Stress Experiment}},
	author       = {Alonso, Luis and Van Wittenberghe, Shari and Amor\'os-L\'opez, Julia and Vila-Franc\'es, Joan and G\'omez-Chova, Luis and Moreno, Jos\'e},
	year         = 2017,
	month        = jul,
	journal      = {Remote Sensing},
	volume       = 9,
	number       = 8,
	pages        = {1--16},
	issn         = {2072-4292},
	doi         = {http://dx.doi.org/10.3390/rs9080770},
}
@article{Blix17sgp,
	title        = {{Gaussian Process Sensitivity Analysis for Oceanic Chlorophyll Estimation}},
	author       = {Blix, K. and Jenssen, R. and Camps-Valls, Gustau},
	year         = 2017,
	journal      = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},
	volume       = 1,
	number       = 1,
	pages        = {1--13},
}
@article{borras2017clasificacion,
	title        = {{Clasificaci\'on de usos del suelo a partir de im\'agenes Sentinel-2}},
	author       = {Borr{\`a}s, J and Delegido, Jes\'us and Pezzola, A and Pereira, M and Morassi, G and Camps-Valls, G},
	year         = 2017,
	journal      = {Revista de Teledetecci\'on},
	publisher    = {Universitat Polit{\`e}cnica de Val{\`e}ncia},
	number       = 48,
	pages        = {55--66},
}
@article{campos2017development,
	title        = {{Development of an Earth observation processing chain for crop biophysical parameters at local and global scale}},
	author       = {Campos-Taberner, M. and Garc\'ia-Haro, F. J. and Camps-Valls, G.},
	year         = 2017,
	journal      = {Revista de Teledeteccion},
	number       = 50,
	pages        = {101--104},
}
@article{Chaparro17,
	title        = {{The Role of Climatic Anomalies and Soil Moisture in the Decline of Drought-Prone Forests}},
	author       = {Chaparro, D. and Vayreda, J. and Vall-llossera, M. and Banqu\'e, M. and Piles, M. and Camps, A. and Mart\'inez-Vilalta, J.},
	year         = 2017,
	journal      = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},
	volume       = 10,
	number       = 2,
	pages        = {503--514},
}
@article{Izquierdo17okeca,
	title        = {{Optimized Kernel Entropy Components}},
	author       = {E. Izquierdo-Verdiguier and V. Laparra and R. Jenssen and L. G\'omez-Chova and G. Camps-Valls},
	year         = 2017,
	month        = jun,
	journal      = {IEEE Transactions on Neural Networks and Learning Systems},
	volume       = 28,
	number       = 6,
	pages        = {1466--1472},
	issn         = {2162-237x},
	keywords     = {Entropy,Erbium,Estimation,Feature extraction,Kernel,Matrix decomposition,Optimization,Density estimation,entropy component analysis,feature extraction,kernel methods},
}
@article{Fernandez-Moran2017,
	title        = {{SMOS-IC: An alternative SMOS soil moisture and vegetation optical depth product}},
	author       = {Fern\'andez-Moran, R. and Al-Yaari, A. and Mialon, A. and Mahmoodi, A. and Al Bitar, A. and De Lannoy, G. and Rodr\'iguez-Fern\'andez, N. and L\'opez-Baeza, E. and Kerr, Y. and Wigneron, J.-P.},
	year         = 2017,
	journal      = {Remote Sensing},
	volume       = 9,
	number       = 5,
	note         = 59,
}
@article{Fernandez-Moran201727,
	title        = {{A new calibration of the effective scattering albedo and soil roughness parameters in the SMOS SM retrieval algorithm}},
	author       = {Fern\'andez-Moran, R. and Wigneron, J.-P. and De Lannoy, G. and L\'opez-Baeza, E. and Parrens, M. and Mialon, A. and Mahmoodi, A. and Al-Yaari, A. and Bircher, S. and Al Bitar, A. and Richaume, P. and Kerr, Y.},
	year         = 2017,
	journal      = {International Journal of Applied Earth Observation and Geoinformation},
	volume       = 62,
	pages        = {27--38},
	note         = 16,
}
@article{GomezChova17,
	title        = {{Cloud masking and removal in remote sensing image time series}},
	author       = {G\'omez-Chova, Luis and Amoros-L\'opez, Julia and Mateo-Garc\'ia, Gonzalo and Mu\~{n}oz-Mar\'i, Jordi and Camps-Valls, Gustau},
	year         = 2017,
	journal      = {Journal of Applied Remote Sensing},
	volume       = 11,
	number       = 1,
	pages        = {015005},
	isbn         = {1931-3195},
}
@article{Garcia17compress,
	title        = {{Statistical Atmospheric Parameter Retrieval Largely Benefits from Spatial-Spectral Image Compression}},
	author       = {Garc\'ia Sobrino, J. and Serra-Sagrista and Laparra, V. and Calbet, X. and Camps-Valls, G.},
	year         = 2017,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 55,
	number       = 4,
	pages        = {2213--2224},
}
@article{campsvalls_et_al:DR:2017:7356,
	title        = {{Computer Science Meets Ecology (Dagstuhl Seminar 17091)}},
	author       = {Gustau Camps-Valls and Thomas Hickler and Birgitta K\"{o}nig-Ries},
	year         = 2017,
	journal      = {Dagstuhl Reports},
	publisher    = {Schloss Dagstuhl--Leibniz-Zentrum fuer Informatik},
	address      = {Dagstuhl, Germany},
	volume       = 7,
	number       = 2,
	pages        = {109--134},
	issn         = {2192-5283},
	editor       = {Gustau Camps-Valls and Thomas Hickler and Birgitta K\"{o}nig-Ries},
	urn          = {urn:nbn:de:0030-drops-73567},
	annote       = {Keywords: ecology, biodiversity, earth observation, earth system, remote sensing, computer science, citizen science, big data, data integration, modeling, sema},
}
@article{Munoz17hyperlabelme,
	title        = {{HyperLabelMe: a Web Platform for Benchmarking Remote Sensing Image Classifiers}},
	author       = {Jordi Mu\~{n}oz-Mar\'i and Emma Izquierdo-Verdiguier and Manuel Campos-Taberner and Adri\'an P\'erez-Suay and Luis G\'omez-Chova and Gonzalo Mateo-Garc\'ia and Ana B. Ruescas and Valero Laparra and Jos\'e A. Padr\'on and Julia Amor\'os and Gustau Camps-Valls},
	year         = 2017,
	journal      = {IEEE Geoscience and Remote Sensing Magazine},
	volume       = 5,
	number       = 4,
	pages        = {79--85},
}
@article{Rivera17fe,
	title        = {{Hyperspectral dimensionality reduction for biophysical variable statistical retrieval}},
	author       = {Juan Pablo Rivera-Caicedo and Jochem Verrelst and Jordi Mu\~{n}oz-Mar\'i and Gustau Camps-Valls and Jos\'e Moreno},
	year         = 2017,
	journal      = {ISPRS Journal of Photogrammetry and Remote Sensing},
	volume       = 132,
	pages        = {88--101},
	issn         = {0924-2716},
}
@article{Jung17nat,
	title        = {{Compensatory water effects link yearly global land CO2 sink changes to temperature}},
	author       = {Jung, Martin and Reichstein, Markus and Schwalm, Christopher R. and Huntingford, Chris and Sitch, Stephen and Ahlstr\"{o}m, Anders and Arneth, Almut and Camps-Valls, Gustau and Ciais, Philippe and Friedlingstein, Pierre and Gans, Fabian and Ichii, Kazuhito and Jain, Atul K. and Kato, Etsushi and Papale, Dario and Poulter, Ben and Raduly, Botond and R\"{o}denbeck, Christian and Tramontana, Gianluca and Viovy, Nicolas and Wang, Ying-Ping and Weber, Ulrich and Zaehle, S\"{o}nke and Zeng, Ning},
	year         = 2017,
	month        = jan,
	journal      = {Nature},
	volume       = 541,
	number       = 7638,
	pages        = {516--520},
}
@article{Roetzer17,
	title        = {{Relationship Between Vegetation Microwave Optical Depth and Cross-Polarized Backscatter From Multiyear Aquarius Observations}},
	author       = {K. Roetzer and C. Montzka and D. Entekhabi and A. G. Konings and K. A. McColl and M. Piles and H. Vereecken},
	year         = 2017,
	journal      = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},
	volume       = {Pp},
	number       = 99,
	pages        = {1--11},
	issn         = {1939-1404},
	keywords     = {Backscatter,Microwave radiometry,Optical polarization,Optical scattering,Optical sensors,Soil moisture,Vegetation mapping,Microwave measurements,microwave radiometry,radar measurements,remote sensing,vegetation mapping},
}
@article{GRL:GRL55846,
	title        = {{Global distribution of groundwater-vegetation spatial covariation}},
	author       = {Koirala, Sujan and Jung, Martin and Reichstein, Markus and de Graaf, Inge E. M. and Camps-Valls, Gustau and Ichii, Kazuhito and Papale, Dario and Reduly, Botond and Schwalm, Christopher R. and Tramontana, Gianluca and Carvalhais, Nuno},
	year         = 2017,
	journal      = {Geophysical Research Letters},
	pages        = {n/a--n/a},
	issn         = {1944-8007},
	note         = {2017gl072885},
	keywords     = {Carbon cycling, Ecosystems: structure and dynamics, Water cycles, Eco-hydrology, Groundwater hydrology, Groundwater, Plant Productivity, Ecosystem, Spatial covariation, Ecohydrological patterns},
}
@article{MARTINO2017IET,
	title        = {{Parsimonious Adaptive Rejection Sampling}},
	author       = {Luca Martino},
	year         = 2017,
	journal      = {IET Electronics Letters},
	volume       = 53,
	pages        = {1115--1117},
	arxiv        = {http://vixra.org/abs/1705.0093},
}
@article{CamposTaberner17sar,
	title        = {{Exploitation of SAR and optical Sentinel data to detect rice crop and estimate seasonal dynamics of leaf area index}},
	author       = {Manuel Campos-Taberner, M. and Garc\'ia-Haro, F.J and Camps-Valls, G. and Grau-Muedra, G. and Nutini, F. and Busetto, L. and Katsantonis, D. and Stavrakoudis, D. and Minakou, C. and Gatti, L. and Barbieri, M. and Holecz, F. and Stroppiana, D. and Boschetti, M.},
	year         = 2017,
	journal      = {Remote Sensing},
	volume       = 9,
	number       = 3,
	pages        = 248,
}
@article{Eleveld17,
	title        = {{An Optical Classification Tool for Global Lake Waters}},
	author       = {Marieke A. Eleveld and Ana B. Ruescas and Annelies Hommersom and Tim Moore and Steef Peters and Carsten Brockmann},
	year         = 2017,
	journal      = {Remote Sensing},
}
@article{MartinezGarcia17plos,
	title        = {{Topographic Independent Component Analysis reveals random scrambling of orientation in visual space}},
	author       = {Mart\'inez Garc\'ia, M. and Mart\'inez Otero, L. and Malo, J.},
	year         = 2017,
	journal      = {PLOS One},
}
@article{Mei17,
	title        = {{A Cloud masking algorithm for the XBAER aerosol retrieval using MERIS data}},
	author       = {Mei, Linlu and Vountas, Marco and G\'omez-Chova, Luis and Rozanov, Vladimir and  J\"{a}ger, Malte and Lotz, Wolfhardt and Burrows, John P. and Hollmann, Rainer},
	year         = 2017,
	month        = aug,
	journal      = {Remote Sensing of Environment},
	volume       = 197,
	pages        = {141--160},
	issn         = {0034-4257},
	doi         = {http://dx.doi.org/10.1016/j.rse.2016.11.016},
}
@article{Parrens20171223,
	title        = {{Estimation of the L-band effective scattering albedo of tropical forests using SMOS observations}},
	author       = {Parrens, M. and Al Bitar, A. and Mialon, A. and Fern\'andez-Moran, R. and Ferrazzoli, P. and Kerr, Y. and Wigneron, J.-P.},
	year         = 2017,
	journal      = {IEEE Geoscience and Remote Sensing Letters},
	volume       = 14,
	number       = 8,
	pages        = {1223--1227},
	note         = 5,
}
@article{Parrens201773,
	title        = {{Considering combined or separated roughness and vegetation effects in soil moisture retrievals}},
	author       = {Parrens, M. and Wigneron, J.-P. and Richaume, P. and Al Bitar, A. and Mialon, A. and Fern\'andez-Moran, R. and Al-Yaari, A. and O'Neill, P. and Kerr, Y.},
	year         = 2017,
	journal      = {International Journal of Applied Earth Observation and Geoinformation},
	volume       = 55,
	pages        = {73--86},
	note         = 14,
}
@article{SanchezRuiz17,
	title        = {{Quantifying water stress effect on daily light use efficiency in Mediterranean ecosystems using satellite data}},
	author       = {Sanchez-Ruiz, S. and Moreno, A. and Piles, M. and Maselli, F. and Carrara, A. and Running, S. and Gilabert, M.A.},
	year         = 2017,
	journal      = {International Journal of Digital Earth},
	volume       = 10,
	number       = 6,
	pages        = {623--638},
}
@article{Laparra17OSA,
	title        = {{Perceptually optimized image rendering}},
	author       = {Valero Laparra and Alexander Berardino and Johannes Balle and Eero P. Simoncelli},
	year         = 2017,
	month        = sep,
	journal      = {J. Opt. Soc. Am. A},
	publisher    = {Osa},
	volume       = 34,
	number       = 9,
	pages        = {1511--1525},
	keywords     = {Halftone image reproduction, Image enhancement, Inverse problems, Image quality assessment, Vision - contrast sensitivity , Computational imaging},
}
@article{Verrelst17scope,
	title        = {{SCOPE-Based Emulators for Fast Generation of Synthetic Canopy Reflectance and Sun-Induced Fluorescence Spectra}},
	author       = {Verrelst, Jochem and Rivera Caicedo, Juan Pablo and Mu\~{n}oz-Mar\'i, Jordi and Camps-Valls, Gustau and Moreno, Jos\'e},
	year         = 2017,
	journal      = {Remote Sensing},
	volume       = 9,
	number       = 9,
	issn         = {2072-4292},
}
@article{Wigneron2017238,
	title        = {{Modelling the passive microwave signature from land surfaces: A review of recent results and application to the L-band SMOS \&amp; SMAP soil moisture retrieval algorithms}},
	author       = {Wigneron, J.-P. and Jackson, T.J. and O'Neill, P. and De Lannoy, G. and de Rosnay, P. and Walker, J.P. and Ferrazzoli, P. and Mironov, V. and Bircher, S. and Grant, J.P. and Kurum, M. and Schwank, M. and Munoz-Sabater, J. and Das, N. and Royer, A. and Al-Yaari, A. and Al Bitar, A. and Fern\'andez-Moran, R. and Lawrence, H. and Mialon, A. and Parrens, M. and Richaume, P. and Delwart, S. and Kerr, Y.},
	year         = 2017,
	journal      = {Remote Sensing of Environment},
	volume       = 192,
	pages        = {238--262},
	note         = 94,
}
@article{konings2016vegetation,
  title={Vegetation optical depth and scattering albedo retrieval using time series of dual-polarized L-band radiometer observations},
  author={Konings, Alexandra G and Piles, Mar{\'\i}a and R{\"o}tzer, Kathrina and McColl, Kaighin A and Chan, Steven K and Entekhabi, Dara},
  journal={Remote sensing of environment},
  volume={172},
  pages={178--189},
  year={2016},
  publisher={Elsevier}
}
@article{Amrani16,
	title        = {{Regression Wavelet Analysis for Loss less Coding of Remote-Sensing Data}},
	author       = {Amrani,N. and Serra-Sagrista, J. and Laparra, V. and Marcellin, W. Malo, J.},
	year         = 2016,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 54,
	number       = 9,
	pages        = {5616--5627},
}
@article{Campos16jstars,
	title        = {{Processing of Extremely high resolution LiDAR and optical data: Outcome of the 2015 IEEE GRSS Data Fusion Contest. Part A: 2D contest}},
	author       = {Campos-Taberner, M. and Romero-Soriano, A. and Gatta, C. and Camps-Valls, G. and Lagrange, A. and Le~Saux, B. and ONERA~TEAM and Shimoni, M. and Moser, G. and Tuia, D.},
	year         = 2016,
	journal      = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},
	volume       = 9,
	number       = 7,
}
@article{CampsValls16grsm,
	title        = {{A Survey on Gaussian Processes for Earth Observation Data Analysis: A Comprehensive Investigation}},
	author       = {Camps-Valls, G. and Verrelst, J. and Mu\~{n}oz-Mar\'i, J. and Laparra, V. and Mateo-Jim\'enez, F. and G\'omez-Dans, J.},
	year         = 2016,
	month        = jun,
	journal      = {IEEE Geoscience and Remote Sensing Magazine},
	number       = 6,
}
@article{CampsValls16ksam,
	title        = {{Kernel spectral angle mapper}},
	author       = {Camps-Valls, G.},
	year         = 2016,
	month        = jun,
	journal      = {IEE Electronics Letters},
	volume       = 52,
	number       = 14,
	pages        = {1218--1220},
	issn         = {1350-911x},
}

@article{Chaparro2016eu,
	title        = {{Surface moisture and temperature trends anticipate drought conditions linked to wildfire activity in the Iberian Peninsula}},
	author       = {Chaparro, D. and Piles, M. and Vall-llossera, M. and Camps, A.},
	year         = 2016,
	journal      = {European Journal of Remote Sensing},
	volume       = 49,
	pages        = {955--971},
}
@article{Chaparro16a,
	title        = {{Predicting the Extent of Wildfires Using Remotely Sensed Soil Moisture and Temperature Trends}},
	author       = {Chaparro, D. and Vall-llossera, M. and Piles, M. and Camps, A. and R\"udiger, C. and Riera-Tatch\'e, R.},
	year         = 2016,
	journal      = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},
	volume       = 9,
	number       = 6,
	pages        = {2818--2829},
}
@article{Tuia20161,
	title        = {{Multi-temporal and multi-source remote sensing image classification by nonlinear relative normalization}},
	author       = {Devis Tuia and Diego Marcos and Gustau Camps-Valls},
	year         = 2016,
	journal      = {ISPRS Journal of Photogrammetry and Remote Sensing},
	volume       = 120,
	pages        = {1--12},
	issn         = {0924-2716},
	keywords     = {Feature extraction},
}
@article{CampsValls16grsmintro,
	title        = {{Advances in Machine Learning for Remote Sensing and Geosciences}},
	author       = {Gustau Camps-Valls, Jos\'e Bioucas-Dias and Melba Crawford},
	year         = 2016,
	month        = jun,
	journal      = {IEEE Geoscience and Remote Sensing Magazine},
	number       = 6,
}
@article{Izquierdo16okeca,
	title        = {{Optimized Kernel Entropy Components}},
	author       = {Izquierdo-Verdiguier, E. and Laparra, V. and Jenssen, R. and G\'omez-Chova, L. and Camps-Valls, G.},
	year         = 2016,
	journal      = {IEEE Transactions on Neural Networks and Learning Systems},
	number       = 6,
	pages        = {1466--1472},
}
@article{Sobrino2016149,
	title        = {{Synergistic use of MERIS and AATSR as a proxy for estimating Land Surface Temperature from Sentinel-3 data}},
	author       = {J.A. Sobrino and J.C. Jim\'enez-Mu\~{n}oz and G. S\`{o}ria and A.B. Ruescas and O. Danne and C. Brockmann and D. Ghent and J. Remedios and P. North and C. Merchant and M. Berger and P.P. Mathieu and F.-M. G\"{o}ttsche},
	year         = 2016,
	journal      = {Remote Sensing of Environment},
	volume       = 179,
	pages        = {149--161},
	issn         = {0034-4257},
	keywords     = {Land Surface Temperature},
}
@article{Polcher2016,
	title        = {{Comparing surface-soil moisture from the SMOS mission and the ORCHIDEE land-surface model over the Iberian Peninsula}},
	author       = {Jan Polcher and Maria Piles and Emiliano Gelati and Ana\"{\i}s Barella-Ortiz and Marivi Tello},
	year         = 2016,
	journal      = {Remote Sensing of Environment},
	volume       = 174,
	pages        = {69--81},
	issn         = {0034-4257},
	keywords     = {Soil moisture, Remote sensing, SMOS, Land-surface modelling, ORCHIDEE},
}
@article{JVMalo2016,
	title        = {{The Maximum Differentiation competition depends on the Viewing Conditions}},
	author       = {Jes\'us Malo and David Kane and Marcelo Bertalmeo},
	year         = 2016,
	journal      = {Journal of Vision},
	volume       = 16,
	number       = 12,
	pages        = {822--823},
	timestamp    = {2017.02.09},
}
@article{verrelst2016spectral,
  title={Spectral band selection for vegetation properties retrieval using Gaussian processes regression},
  author={Verrelst, Jochem and Rivera, Juan Pablo and Gitelson, Anatoly and Delegido, Jesus and Moreno, Jos{\'e} and Camps-Valls, Gustau},
  journal={International Journal of Applied Earth Observation and Geoinformation},
  volume={52},
  pages={554--567},
  year={2016},
  publisher={Elsevier}
}
@article{Pablos2016eu,
	title        = {{Impact of day/night time land surface temperature in soil moisture disaggregation algorithms}},
	author       = {Pablos, M. and Piles, M. and S\'anchez, N. and Vall-llossera, M. and Mart\'inez-Fern\'andez, J. and Camps},
	year         = 2016,
	journal      = {European Journal of Remote Sensing},
	volume       = 49,
	pages        = {899--916},
}
@article{Piles2016rse,
	title        = {{Towards improved spatio-temporal resolution soil moisture retrievals from the synergy of SMOS and MSG SEVIRI spaceborne observations}},
	author       = {Piles, M. and Petropoulos, G. and S\'anchez, N. and Gonz\'alez-Zamora, A. and Ireland, G.},
	year         = 2016,
	journal      = {Remote Sensing of Environment},
	volume       = 180,
	pages        = {403--417},
}
@article{Campos16rse,
	title        = {{Multitemporal and multiresolution leaf area index retrieval for operational local rice crop monitoring}},
	author       = {Manuel Campos-Taberner and Francisco Javier Garc\'ia-Haro and Gustau Camps-Valls and Gon\c{c}al Grau-Muedra and Francesco Nutini and Alberto Crema and Mirco Boschetti},
	year         = 2016,
	journal      = {Remote Sensing of Environment},
	volume       = 187,
	pages        = {102--118},
	issn         = {0034-4257},
}
@article{Pablos2016,
	title        = {{Multi-Temporal Evaluation of Soil Moisture and Land Surface Temperature Dynamics Using in Situ and Satellite Observations}},
	author       = {Pablos, Miriam and Mart\'inez-Fern\'andez, Jos\'e and Piles, Mar\'ia and S\'anchez, Nilda and Vall-llossera, Merc\`{e} and Camps, Adriano},
	year         = 2016,
	journal      = {Remote Sensing},
	volume       = 8,
	number       = 7,
	issn         = {2072-4292},
	article-number = 587,
}
@article{Parrens2016122,
	title        = {{Global-scale surface roughness effects at L-band as estimated from SMOS observations}},
	author       = {Parrens, M. and Wigneron, J.-P. and Richaume, P. and Mialon, A. and Al Bitar, A. and Fern\'andez-Moran, R. and Al-Yaari, A. and Kerr, Y.H.},
	year         = 2016,
	journal      = {Remote Sensing of Environment},
	volume       = 181,
	pages        = {122--136},
	note         = 28,
}
@article{Romero16deepcnn,
	title        = {{Unsupervised Deep Feature Extraction for Remote Sensing Image Classification}},
	author       = {Romero, A. and Gatta, C. and Camps-Valls, G.},
	year         = 2016,
	journal      = {Geoscience and Remote Sensing, IEEE Transactions on},
	volume       = 54,
	number       = 3,
	pages        = {1349--1362},
	issn         = {0196-2892},
	keywords     = {Computer architecture,Feature extraction,Remote sensing,Sociology,Statistics,Training,Unsupervised learning,Aerial image classification,classification,deep convolutional networks,deep learning,feature extraction,hyperspectral (HS) image,multispectral (MS) images,segmentation,sparse features learning,very high resolution (VHR)},
}
@article{data1030018,
	title        = {{The Land Surface Temperature Synergistic Processor in BEAM: A Prototype towards Sentinel-3}},
	author       = {Ruescas, A. B. and Danne, O. and Fomferra, N. and Brockmann, C.},
	year         = 2016,
	journal      = {Data},
	volume       = 1,
	number       = 3,
	pages        = 18,
	issn         = {2306-5729},
	arxiv        = {https://arxiv.org/abs/1611.00557},
}
@article{Sanchez2016,
	title        = {{A New Soil Moisture Agricultural Drought Index (SMADI) Integrating MODIS and SMOS Products: A Case of Study over the Iberian Peninsula}},
	author       = {S\'anchez, Nilda and Gonz\'alez-Zamora, \'angel and Piles, Mar\'ia and Mart\'inez-Fern\'andez, Jos\'e},
	year         = 2016,
	journal      = {Remote Sensing},
	volume       = 8,
	number       = 4,
	article-number = 287,
}
@article{Tramontana16bg,
	title        = {{Predicting carbon dioxide and energy fluxes across global FLUXNET sites with regression algorithms}},
	author       = {Tramontana, G. and Jung, M. and Camps-Valls, G. and Ichii, K. and Raduly, B. and Reichstein, M. and Schwalm, C. R. and Arain, M. A. and Cescatti, A. and Kiely, G. and Merbold, L. and Serrano-Ortiz, P. and Sickert, S. and Wolf, S. and Papale, D.},
	year         = 2016,
	journal      = {Biogeosciences Discussions},
	volume       = 2016,
	pages        = {1--33},
}
@article{Tuia16plosone,
	title        = {{Kernel Manifold Alignment for Domain Adaptation}},
	author       = {Tuia, D. and G. Camps-Valls},
	year         = 2016,
	journal      = {PLoS ONE},
	number       = 6,
}
@article{gonzalez2016enhancing,
  title={Enhancing SMOS brightness temperatures over the ocean using the nodal sampling image reconstruction technique},
  author={Gonz{\'a}lez-Gambau, Ver{\'o}nica and Olmedo, Estrella and Turiel, Antonio and Mart{\'\i}nez, Justino and Ballabrera-Poy, Joaquim and Portabella, Marcos and Piles, Mar{\'\i}a},
  journal={Remote Sensing of Environment},
  volume={180},
  pages={205--220},
  year={2016},
  publisher={Elsevier}
}
@article{Verrelst16gpal,
	title        = {{Active learning methods for efficient hybrid biophysical variable retrieval}},
	author       = {Verrelst, J. and Dethier, S. and Rivera, J.P. and Mu\~{n}oz-Mar\'i, J. and Camps-Valls, G. and Moreno, J.},
	year         = 2016,
	journal      = {IEEE Geoscience and Remote Sensing Letters},
	volume       = 13,
	number       = 7,
	pages        = {1012--1016},
}
@article{Verrelst16rs,
	title        = {{Emulation of Leaf, Canopy and Atmosphere Radiative Transfer Models for Fast Global Sensitivity Analysis}},
	author       = {Verrelst, Jochem and Sabater, Neus and Rivera, Juan Pablo and Mu\~{n}oz-Mar\'i, Jordi and Vicent, Jorge and Camps-Valls, Gustau and Moreno, Jos\'e},
	year         = 2016,
	journal      = {Remote Sensing},
	volume       = 8,
	number       = 8,
	pages        = 673,
	issn         = {2072-4292},
}
@article{GONZALEZZAMORA2015123,
	title        = {{Long-term SMOS soil moisture products: A comprehensive evaluation across scales and methods in the Duero Basin (Spain)}},
	author       = {\'angel Gonz\'alez-Zamora and Nilda S\'anchez and Jos\'e Mart\'inez-Fern\'andez and \'angela Gumuzzio and Maria Piles and Estrella Olmedo},
	year         = 2015,
	journal      = {Physics and Chemistry of the Earth, Parts A/B/C},
	volume       = {83-84},
	pages        = {123--136},
	issn         = {1474-7065},
	note         = {Emerging science and applications with microwave remote sensing data},
	keywords     = {SMOS, Soil moisture, Validation, Extended Triple Collocation, Hydrological modeling},
}
@article{Konings2015,
	title        = {{How Many Parameters Can Be Maximally Estimated From a Set of Measurements?}},
	author       = {A. G. {Konings} and K. A. {McColl} and M. {Piles} and D. {Entekhabi}},
	year         = 2015,
	month        = may,
	journal      = {IEEE Geoscience and Remote Sensing Letters},
	volume       = 12,
	number       = 5,
	pages        = {1081--1085},
	issn         = {1545-598x},
	keywords     = {correlation methods,geophysical techniques,parameter estimation,remote sensing,remote sensing algorithms,total correlation,mutual information,retrieval algorithms,parameter estimation,Remote sensing,Mutual information,Correlation,Joints,Radar,Sea measurements,Algorithm design,mutual information,retrieval algorithms,total correlation,Algorithm design,mutual information,retrieval algorithms,total correlation},
}
@article{Campos-Taberner20152501,
	title        = {{Mapping Leaf Area Index With a Smartphone and Gaussian Processes}},
	author       = {Campos-Taberner, M. and Garc\'ia-Haro, F.J. and Moreno, \'a. and Gilabert, M.A. and S\'anchez-Ruiz, S. and Mart\'inez, B. and Camps-Valls, G.},
	year         = 2015,
	journal      = {IEEE Geoscience and Remote Sensing Letters},
	volume       = 12,
	number       = 12,
	pages        = {2501--2505},
}
@article{IzquierdoVerdiguier20151299,
	title        = {{Spectral clustering with the probabilistic cluster kernel}},
	author       = {Emma Izquierdo-Verdiguier and Robert Jenssen and Luis G\'omez-Chova and Gustavo Camps-Valls},
	year         = 2015,
	journal      = {Neurocomputing},
	volume       = {149, Part C},
	pages        = {1299--1304},
	issn         = {0925-2312},
	keywords     = {Kernel methods},
}
@article{Fernandez-Moran2015269,
	title        = {{Roughness and vegetation parameterizations at L-band for soil moisture retrievals over a vineyard field}},
	author       = {Fern\'andez-Moran, R. and Wigneron, J.-P. and L\'opez-Baeza, E. and Al-Yaari, A. and Coll-Pajaron, A. and Mialon, A. and Miernecki, M. and Parrens, M. and Salgado-Hernanz, P.M. and Schwank, M. and Wang, S. and Kerr, Y.H.},
	year         = 2015,
	journal      = {Remote Sensing of Environment},
	volume       = 170,
	pages        = {269--279},
	note         = 23,
}
@article{Fernandez-Moran201555,
	title        = {{Towards a long-term dataset of ELBARA-II measurements assisting SMOS level-3 land product and algorithm validation at the Valencia Anchor Station [Validaci\'on a largo plazo de datos de nivel 3 de tierra de SMOS con medidas de ELBARA-II en la Valencia Anchor Station]}},
	author       = {Fern\'andez-Moran, R. and Wigneron, J.-P. and L\'opez-Baeza, E. and Miernecki, M. and Salgado-Hernanz, P. and Coll, M.A. and Kerr, Y.H. and Schwank, M.},
	year         = 2015,
	journal      = {Revista de Teledeteccion},
	volume       = 2015,
	number       = 43,
	pages        = {55--62},
	note         = {0},
}
@article{GomezChova15multi,
	title        = {{Multimodal Classification of Remote Sensing Images: A Review and Future Directions}},
	author       = {G\'omez-Chova, Luis and Tuia, Devis and Moser, Gabriele and Camps-Valls, Gustau},
	year         = 2015,
	journal      = {Proceedings of the IEEE},
	volume       = 103,
	number       = 9,
	pages        = {1560--1584},
}
@article{Verrelst2015273,
	title        = {{Optical remote sensing and the retrieval of terrestrial vegetation bio-geophysical properties – A review}},
	author       = {Jochem Verrelst and Gustau Camps-Valls and Jordi Mu\~{n}oz-Mar\'i and Juan Pablo Rivera and Frank Veroustraete and Jan G.P.W. Clevers and Jos\'e Moreno},
	year         = 2015,
	journal      = {ISPRS Journal of Photogrammetry and Remote Sensing},
	volume       = 108,
	pages        = {273--290},
	issn         = {0924-2716},
}
@article{Laparra20151026,
	title        = {{Dimensionality reduction via regression in hyperspectral imagery}},
	author       = {Laparra, V. and Malo, J. and Camps-Valls, G.},
	year         = 2015,
	journal      = {IEEE Journal on Selected Topics in Signal Processing},
	volume       = 9,
	number       = 6,
	pages        = {1026--1036},
}
@article{Laparra2015,
	title        = {{Visual aftereffects and sensory nonlinearities from a single statistical framework}},
	author       = {Laparra, V. and Malo, J.},
	year         = 2015,
	journal      = {Frontiers in Human Neuroscience},
	volume       = 9,
	number       = {Oct},
}
@article{Piles2015tgrs,
	title        = {{Sensitivity of Aquarius Active and Passive Measurements Temporal Covariability to Land Surface Characteristics}},
	author       = {M. {Piles} and K. A. {McColl} and D. {Entekhabi} and N. {Das} and M. {Pablos}},
	year         = 2015,
	month        = aug,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 53,
	number       = 8,
	pages        = {4700--4711},
	issn         = {0196-2892},
	keywords     = {hydrological techniques,microwave antennas,vegetation,vegetation mapping,local vegetation cover conditions,land cover heterogeneity,vegetation density,beta estimation,NASA Aquarius scatterometer,spaceborne L-band passive temporal covariations,spaceborne L-band active temporal covariations,Soil Moisture Active Passive mission,NASA SMAP mission,active sensing,antenna dimensions,spaceborne radiometry,surface soil moisture estimation,radiometer measurements,L-band radar backscatter,passive microwave observation,active microwave observation,land surface characteristics,Aquarius passive measurement,Aquarius active measurement,Vegetation mapping,Rough surfaces,Surface roughness,Land surface,Microwave radiometry,Soil,Scattering,Active–passive,Aquarius/SAC-D mission,L-band microwave remote sensing,radiometer,scatterometer,Soil Moisture Active Passive (SMAP) mission,Active–passive,Aquarius/SAC-D mission,L-band microwave remote sensing,radiometer,scatterometer,Soil Moisture Active Passive (SMAP) mission},
}
@article{Pablos2015jgr,
	title        = {{Ice thickness effects on Aquarius brightness temperatures over Antarctica}},
	author       = {Pablos, Miriam and Piles, Mar\'ia and Gonz\'alez-Gambau, Ver\'onica and Camps, Adriano and Vall-llossera, Merc\`{e}},
	year         = 2015,
	journal      = {Journal of Geophysical Research: Oceans},
	volume       = 120,
	number       = 4,
	pages        = {2856--2868},
	keywords     = {Aquarius, brightness temperature, ice thickness, L-band radiometer},
	eprint       = {https://agupubs.onlinelibrary.wiley.com/doi/pdf/10.1002/2014JC010151},
}
@article{Rivera20159347,
	title        = {{An emulator toolbox to approximate radiative transfer models with statistical learning}},
	author       = {Rivera, J.P. and Verrelst, J. and G\'omez-Dans, J. and Mu\~{n}oz-Mar\'i, J. and Moreno, J. and Camps-Valls, G.},
	year         = 2015,
	journal      = {Remote Sensing},
	volume       = 7,
	number       = 7,
	pages        = {9347--9370},
}
@article{Sanchez2015gnssr,
	title        = {{On the Synergy of Airborne GNSS-R and Landsat 8 for Soil Moisture Estimation}},
	author       = {S\'anchez, Nilda and Alonso-Arroyo, Alberto and Mart\'inez-Fern\'andez, Jos\'e and Piles, Maria and Gonz\'alez-Zamora, \'angel and Camps, Adriano and Vall-llosera, Merc\`{e}},
	year         = 2015,
	journal      = {Remote Sensing},
	volume       = 7,
	number       = 8,
	pages        = {9954--9974},
	issn         = {2072-4292},
}
@article{Tramontana2015360,
	title        = {{Uncertainty analysis of gross primary production upscaling using Random Forests, remote sensing and eddy covariance data}},
	author       = {Tramontana, G. and Ichii, K. and Camps-Valls, G. and Tomelleri, E. and Papale, D.},
	year         = 2015,
	journal      = {Remote Sensing of Environment},
	volume       = 168,
	pages        = {360--373},
}
@article{Verrelst2015260,
	title        = {{Experimental Sentinel-2 LAI estimation using parametric, non-parametric and physical retrieval methods-A comparison}},
	author       = {Verrelst, J. and Rivera, J.P. and Veroustraete, F. and Mu\~{n}oz-Mar\'i, J. and Clevers, J.G.P.W. and Camps-Valls, G. and Moreno, J.},
	year         = 2015,
	journal      = {ISPRS Journal of Photogrammetry and Remote Sensing},
	volume       = 108,
	pages        = {260--272},
}
@article{Volpi201550,
	title        = {{Spectral alignment of multi-temporal cross-sensor images with automated kernel canonical correlation analysis}},
	author       = {Volpi, M. and Camps-Valls, G. and Tuia, D.},
	year         = 2015,
	journal      = {ISPRS Journal of Photogrammetry and Remote Sensing},
	volume       = 107,
	pages        = {50--63},
}
@article{Wang20155734,
	title        = {{Global-scale evaluation of roughness effects on C-Band AMSR-E observations}},
	author       = {Wang, S. and Wigneron, J.-P. and Jiang, L.-M. and Parrens, M. and Yu, X.-Y. and Al-Yaari, A. and Ye, Q.-Y. and Fern\'andez-Moran, R. and Ji, W. and Kerr, Y.},
	year         = 2015,
	journal      = {Remote Sensing},
	volume       = 7,
	number       = 5,
	pages        = {5734--5757},
	note         = 9,
}
@article{Caicedo20141249,
	title        = {{Toward a semiautomatic machine learning retrieval of biophysical parameters}},
	author       = {Caicedo, J.P.R. and Verrelst, J. and Mu\~{n}oz-Mar\'i, J. and Moreno, J. and Camps-Valls, G.},
	year         = 2014,
	journal      = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},
	volume       = 7,
	number       = 4,
	pages        = {1249--1259},
}
@article{Camps-Valls201445,
	title        = {{Advances in hyperspectral image classification: Earth monitoring with statistical learning methods}},
	author       = {Camps-Valls, G. and Tuia, D. and Bruzzone, L. and Benediktsson, J.A.},
	year         = 2014,
	journal      = {IEEE Signal Processing Magazine},
	volume       = 31,
	number       = 1,
	pages        = {45--54},
}
@article{Guanter2014E1327,
	title        = {{Global and time-resolved monitoring of crop photosynthesis with chlorophyll fluorescence}},
	author       = {Guanter, L. and Zhang, Y. and Jung, M. and Joiner, J. and Voigt, M. and Berry, J.A. and Frankenberg, C. and Huete, A.R. and Zarco-Tejada, P. and Lee, J.-E. and Moran, M.S. and Ponce-Campos, G. and Beer, C. and Camps-Valls, G. and Buchmann, N. and Gianelle, D. and Klumpp, K. and Cescatti, A. and Baker, J.M. and Griffis, T.J.},
	year         = 2014,
	journal      = {Proceedings of the National Academy of Sciences of the United States of America},
	volume       = 111,
	number       = 14,
	pages        = {E1327-e1333},
}
@article{guanter2014reply,
	title        = {{Reply to Magnani et al.: Linking large-scale chlorophyll fluorescence observations with cropland gross primary production}},
	author       = {Guanter, Luis and Zhang, Yongguang and Jung, Martin and Joiner, Joanna and Voigt, Maximilian and Berry, Joseph A and Frankenberg, Christian and Huete, Alfredo R and Zarco-Tejada, Pablo and Lee, Jung-Eun and others},
	year         = 2014,
	journal      = {Proceedings of the National Academy of Sciences},
	publisher    = {National Acad Sciences},
	volume       = 111,
	number       = 25,
	pages        = {E2511--e2511},
}
@article{Gutmann14pone,
	title        = {{Spatio-Chromatic Adaptation via Higher-Order Canonical Correlation Analysis of Natural Images}},
	author       = {Gutmann, Michael U. and Laparra, Valero and Hyv\"{a}rinen, Aapo and Malo, Jes\'us},
	year         = 2014,
	month        = {02},
	journal      = {PLoS ONE},
	publisher    = {Public Library of Science},
	volume       = 9,
	number       = 2,
	pages        = {e86481},
}
@article{Izquierdo-Verdiguier20145567,
	title        = {{Semisupervised kernel feature extraction for remote sensing image analysis}},
	author       = {Izquierdo-Verdiguier, E. and G\'omez-Chova, L. and Bruzzone, L. and Camps-Valls, G.},
	year         = 2014,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 52,
	number       = 9,
	pages        = {5567--5578},
}
@article{Jimenez20144881,
	title        = {{The role of spatial information in disentangling the irradiance-reflectance-transmittance ambiguity}},
	author       = {Jim\'enez, S. and Malo, J.},
	year         = 2014,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 52,
	number       = 8,
	pages        = {4881--4894},
}
@article{Lazaro-Gredilla2014838,
	title        = {{Retrieval of biophysical parameters with heteroscedastic Gaussian processes}},
	author       = {L\'azaro-Gredilla, M. and Titsias, M.K. and Verrelst, J. and Camps-Valls, G.},
	year         = 2014,
	journal      = {IEEE Geoscience and Remote Sensing Letters},
	volume       = 11,
	number       = 4,
	pages        = {838--842},
}
@article{Laparra2014,
	title        = {{Principal polynomial analysis}},
	author       = {Laparra, V. and Jim\'enez, S. and Tuia, D. and Camps-Valls, G. and Malo, J.},
	year         = 2014,
	journal      = {International Journal of Neural Systems},
	volume       = 24,
	number       = 7,
}
@article{Miernecki201489,
	title        = {{Comparison of SMOS and SMAP soil moisture retrieval approaches using tower-based radiometer data over a vineyard field}},
	author       = {Miernecki, M. and Wigneron, J.-P. and L\'opez-Baeza, E. and Kerr, Y. and De Jeu, R. and De Lannoy, G.J.M. and Jackson, T.J. and O'Neill, P.E. and Schwank, M. and Moran, R.F. and Bircher, S. and Lawrence, H. and Mialon, A. and Al Bitar, A. and Richaume, P.},
	year         = 2014,
	journal      = {Remote Sensing of Environment},
	volume       = 154,
	number       = 1,
	pages        = {89--101},
	note         = 20,
}
@article{Rojo-Alvarez20141,
	title        = {{A unified SVM framework for signal estimation}},
	author       = {Rojo-\'alvarez, J.L. and Mart\'inez-Ram\'on, M. and Mu\~{n}oz-Mar\'i, J. and Camps-Valls, G.},
	year         = 2014,
	journal      = {Digital Signal Processing: A Review Journal},
	volume       = 26,
	number       = 1,
	pages        = {1--20},
}
@article{Ruiz20142186,
	title        = {{Bayesian active remote sensing image classification}},
	author       = {Ruiz, P. and Mateos, J. and Camps-Valls, G. and Molina, R. and Katsaggelos, A.K.},
	year         = 2014,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 52,
	number       = 4,
	pages        = {2186--2196},
}
@article{Salcedo-Sanz20141936,
	title        = {{Prediction of daily global solar irradiation using temporal Gaussian processes}},
	author       = {Salcedo-Sanz, S. and Casanova-Mateo, C. and Mu\~{n}oz-Mar\'i, J. and Camps-Valls, G.},
	year         = 2014,
	journal      = {IEEE Geoscience and Remote Sensing Letters},
	volume       = 11,
	number       = 11,
	pages        = {1936--1940},
}
@article{Salcedo-Sanz14overview,
	title        = {{Support vector machines in engineering: an overview}},
	author       = {Salcedo-Sanz, S. and Rojo-\'alvarez, J. L. and Mart\'inez-Ram\'on, M. and Camps-Valls, G.},
	year         = 2014,
	journal      = {Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery},
	publisher    = {Wiley Periodicals, Inc},
	volume       = 4,
	number       = 3,
	pages        = {234--267},
	issn         = {1942-4795},
}
@article{Tuia20141413,
	title        = {{Explicit recursive and adaptive filtering in reproducing kernel hilbert spaces}},
	author       = {Tuia, D. and Mu\~{n}oz-Mar\'i, J. and Rojo-\'alvarez, J.L. and Mart\'inez-Ramon, M. and Camps-Valls, G.},
	year         = 2014,
	journal      = {IEEE Transactions on Neural Networks and Learning Systems},
	volume       = 25,
	number       = 7,
	pages        = {1413--1419},
}
@article{Tuia20147708,
	title        = {{Semisupervised manifold alignment of multimodal remote sensing images}},
	author       = {Tuia, D. and Volpi, M. and Trolliet, M. and Camps-Valls, G.},
	year         = 2014,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 52,
	number       = 12,
	pages        = {7708--7720},
}
@article{Amoros-Lopez2013132,
	title        = {{Multitemporal fusion of Landsat/TM and ENVISAT/MERIS for crop monitoring}},
	author       = {Amor\'os-L\'opez, J. and G\'omez-Chova, L. and Alonso, L. and Guanter, L. and Zurita-Milla, R. and Moreno, J. and Camps-Valls, G.},
	year         = 2013,
	journal      = {International Journal of Applied Earth Observation and Geoinformation},
	volume       = 23,
	number       = 1,
	pages        = {132--141},
}
@article{Arenas-Garcia201316,
	title        = {{Kernel multivariate analysis framework for supervised subspace learning: A tutorial on linear and kernel multivariate methods}},
	author       = {Arenas-Garc\'ia, J. and Petersen, K.B. and Camps-Valls, G. and Hansen, L.K.},
	year         = 2013,
	journal      = {IEEE Signal Processing Magazine},
	volume       = 30,
	number       = 4,
	pages        = {16--29},
}
@article{Bioucas-Dias13,
	title        = {{Hyperspectral Remote Sensing Data Analysis and Future Challenges}},
	author       = {Bioucas-Dias, J.M. and Plaza, A. and Camps-Valls, G. and Scheunders, P. and Nasrabadi, N.M. and Chanussot, J.},
	year         = 2013,
	month        = jun,
	journal      = {Geoscience and Remote Sensing Magazine, IEEE},
	volume       = 1,
	number       = 2,
	pages        = {6--36},
	issn         = {2168-6831},
	keywords     = {geophysical image processing,hyperspectral imaging,image classification,object detection,sensor fusion,terrain mapping,data fusion,fast computing,hyperspectral algorithms,hyperspectral image classification,hyperspectral remote sensing data analysis,hyperspectral unmixing,physical parameter retrieval,spectral mixing,target detection,Data integration,Hyperspectral imaging,Image restoration,Sensors,Spatial resolution,Tutorials},
}
@article{Izquierdo-Verdiguier2013981,
	title        = {{Encoding invariances in remote sensing image classification with SVM}},
	author       = {Izquierdo-Verdiguier, E. and Laparra, V. and G\'omez-Chova, L. and Camps-Valls, G.},
	year         = 2013,
	journal      = {IEEE Geoscience and Remote Sensing Letters},
	volume       = 10,
	number       = 5,
	pages        = {981--985},
}
@article{Leiva-Murillo2013151,
	title        = {{Multitask remote sensing data classification}},
	author       = {Leiva-Murillo, J.M. and G\'omez-Chova, L. and Camps-Valls, G.},
	year         = 2013,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 51,
	number       = 1,
	pages        = {151--161},
}
@article{Ruiz201367,
	title        = {{Interactive Pansharpening and Active Classification in Remote Sensing}},
	author       = {Ruiz, P. and Mateos, J. and Camps-Valls, G. and Molina, R. and Katsaggelos, A.K.},
	year         = 2013,
	journal      = {Intelligent Systems Reference Library},
	volume       = 48,
	pages        = {67--81},
}
@article{Tuia2013329,
	title        = {{Graph matching for adaptation in remote sensing}},
	author       = {Tuia, D. and Mu\~{n}oz-Mar\'i, J. and G\'omez-Chova, L. and Malo, J.},
	year         = 2013,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 51,
	number       = 1,
	pages        = {329--341},
}
@article{Verrelst2013867,
	title        = {{Gaussian process retrieval of chlorophyll content from imaging spectroscopy data}},
	author       = {Verrelst, J. and Alonso, L. and Rivera Caicedo, J.P. and Moreno, J. and Camps-Valls, G.},
	year         = 2013,
	journal      = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},
	volume       = 6,
	number       = 2,
	pages        = {867--874},
}
@article{Verrelst2013157,
	title        = {{Gaussian processes uncertainty estimates in experimental Sentinel-2 LAI and leaf chlorophyll content retrieval}},
	author       = {Verrelst, J. and Rivera, J.P. and Moreno, J. and Camps-Valls, G.},
	year         = 2013,
	journal      = {ISPRS Journal of Photogrammetry and Remote Sensing},
	volume       = 86,
	pages        = {157--167},
}
@article{Villa20133699,
	title        = {{Spectro-temporal reflectance surfaces: A new conceptual framework for the integration of remote-sensing data from multiple different sensors}},
	author       = {Villa, G. and Moreno, J. and Calera, A. and Amor\'os-L\'opez, J. and Camps-Valls, G. and Domenech, E. and Garrido, J. and Gonz\'alez-Matesanz, J. and G\'omez-Chova, L. and Mart\'inez, J.A. and Molina, S. and Peces, J.J. and Plaza, N. and Porcuna, A. and Tejeiro, J.A. and Valc\'arcel, N.},
	year         = 2013,
	journal      = {International Journal of Remote Sensing},
	volume       = 34,
	number       = {9-10},
	pages        = {3699--3715},
}
@article{Alonso-Atienza2012,
	title        = {{Feature selection using support vector machines and bootstrap methods for ventricular fibrillation detection}},
	author       = {Alonso-Atienza, Felipe and Rojo-\'alvarez, Jos\'e Luis and Rosado-Mu\~{n}oz, Alfredo and Vinagre, Juan J. and Garc\'ia-Alberola, Arcadi and Camps-Valls, Gustavo},
	year         = 2012,
	month        = feb,
	journal      = {Expert Syst. Appl.},
	publisher    = {Pergamon Press, Inc.},
	address      = {Tarrytown, NY, USA},
	volume       = 39,
	pages        = {1956--1967},
	issn         = {0957-4174},
	issue        = 2,
	issue_date   = {February, 2012},
	numpages     = 12,
}
@article{Camps-Valls20121759,
	title        = {{Nonlinear statistical retrieval of atmospheric profiles from MetOp-IASI and MTG-IRS infrared sounding data}},
	author       = {Camps-Valls, G. and Mu\~{n}oz-Mar\'i, J. and G\'omez-Chova, L. and Guanter, L. and Calbet, X.},
	year         = 2012,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 50,
	number       = {5 Part 2},
	pages        = {1759--1769},
}
@article{Camps-Valls20121,
	title        = {{Remote sensing image processing}},
	author       = {Camps-Valls, G. and Tuia, D. and G\'omez-Chova, L. and Jim\'enez, S. and Malo, J.},
	year         = 2012,
	journal      = {Synthesis Lectures on Image, Video, and Multimedia Processing},
	volume       = 12,
	pages        = {1--194},
}
@article{ElGonnouni20124901,
	title        = {{A support vector machine music algorithm}},
	author       = {El Gonnouni, A. and Mart\'inez-Ramon, M. and Rojo-\'alvarez, J.L. and Camps-Valls, G. and Figueiras-Vidal, A.R. and Christodoulou, C.G.},
	year         = 2012,
	journal      = {IEEE Transactions on Antennas and Propagation},
	volume       = 60,
	number       = 10,
	pages        = {4901--4910},
}
@article{Flamary2012648,
	title        = {{Large margin filtering}},
	author       = {Flamary, R. and Tuia, D. and Labb\'e, B. and Camps-Valls, G. and Rakotomamonjy, A.},
	year         = 2012,
	journal      = {IEEE Transactions on Signal Processing},
	volume       = 60,
	number       = 2,
	pages        = {648--659},
}
@article{Gomez-Chova2012312,
	title        = {{Kernel entropy component analysis for remote sensing image clustering}},
	author       = {G\'omez-Chova, L. and Jenssen, R. and Camps-Valls, G.},
	year         = 2012,
	journal      = {IEEE Geoscience and Remote Sensing Letters},
	volume       = 9,
	number       = 2,
	pages        = {312--316},
}
@article{Gutierrez12,
	title        = {{A Color Contrast Definition for Perceptually-based Color Image Coding}},
	author       = {Guti\'errez, J. and Camps-Valls, G. and Luque, M.J. and Malo, J.},
	year         = 2012,
	journal      = {Recent Patents on Signal Processing},
	volume       = 2,
	number       = 1,
	pages        = {33--55},
}
@article{Laparra20122751,
	title        = {{Nonlinearities and adaptation of color vision from sequential principal curves analysis}},
	author       = {Laparra, V. and Jim\'enez, S. and Camps-Valls, G. and Malo, J.},
	year         = 2012,
	journal      = {Neural Computation},
	volume       = 24,
	number       = 10,
	pages        = {2751--2788},
}
@article{Munoz-Mari20123751,
	title        = {{Semisupervised classification of remote sensing images with active queries}},
	author       = {Mu\~{n}oz-Mar\'i, J. and Tuia, D. and Camps-Valls, G.},
	year         = 2012,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 50,
	number       = {10 Part1},
	pages        = {3751--3763},
}
@article{Tuia20122180,
	title        = {{Remote sensing image segmentation by active queries}},
	author       = {Tuia, D. and Mu\~{n}oz-Mar\'i, J. and Camps-Valls, G.},
	year         = 2012,
	journal      = {Pattern Recognition},
	volume       = 45,
	number       = 6,
	pages        = {2180--2192},
}
@article{Verrelst20121832,
	title        = {{Retrieval of vegetation biophysical parameters using Gaussian process techniques}},
	author       = {Verrelst, J. and Alonso, L. and Camps-Valls, G. and Delegido, J. and Moreno, J.},
	year         = 2012,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 50,
	number       = {5 Part 2},
	pages        = {1832--1843},
}
@article{Verrelst2012127,
	title        = {{Machine learning regression algorithms for biophysical parameter retrieval: Opportunities for Sentinel-2 and -3}},
	author       = {Verrelst, J. and Mu\~{n}oz, J. and Alonso, L. and Delegido, J. and Rivera, J.P. and Camps-Valls, G. and Moreno, J.},
	year         = 2012,
	journal      = {Remote Sensing of Environment},
	volume       = 118,
	pages        = {127--139},
}
@article{Volpi20121026,
	title        = {{Unsupervised change detection with kernels}},
	author       = {Volpi, M. and Tuia, D. and Camps-Valls, G. and Kanevski, M.},
	year         = 2012,
	journal      = {IEEE Geoscience and Remote Sensing Letters},
	volume       = 9,
	number       = 6,
	pages        = {1026--1030},
}
@article{AmorosLopez2011115,
	title        = {{Land cover classification of VHR airborne images for citrus grove identification}},
	author       = {Amor\'os L\'opez, J. and Izquierdo Verdiguier, E. and G\'omez Chova, L. and Mu\~{n}oz Mar\'i, J. and Rodr\'iguez Barreiro, J.Z. and Camps Valls, G. and Calpe Maravilla, J.},
	year         = 2011,
	journal      = {ISPRS Journal of Photogrammetry and Remote Sensing},
	volume       = 66,
	number       = 1,
	pages        = {115--123},
}
@article{Amoros-Lopez2011844,
	title        = {{Regularized multiresolution spatial unmixing for ENVISAT/MERIS and Landsat/TM image fusion}},
	author       = {Amor\'os-L\'opez, J. and G\'omez-Chova, L. and Alonso, L. and Guanter, L. and Moreno, J. and Camps-Valls, G.},
	year         = 2011,
	journal      = {IEEE Geoscience and Remote Sensing Letters},
	volume       = 8,
	number       = 5,
	pages        = {844--848},
}
@article{CampsValls11intro,
	title        = {{Introduction to the Issue on Advances in Remote Sensing Image Processing}},
	author       = {Camps-Valls, G. and Benediktsson, J.A. and Bruzzone, L. and Chanussot, J.},
	year         = 2011,
	month        = jun,
	journal      = {IEEE Journal of Selected Topics in Signal Processing},
	volume       = 5,
	number       = 3,
	pages        = {365--369},
	issn         = {1932-4553},
	note         = {Factor de impacto: 1.87. `Guest Editor' del Special Issue.},
	keywords     = {automatic processing techniques,remote sensing data analysis,remote sensing image processing,spatial resolution,spectral resolution,temporal resolutions,data analysis,geophysical image processing,remote sensing,},
}
@article{Gomez-Chova20112601,
	title        = {{Gridding artifacts on medium-resolution satellite image time series: MERIS case study}},
	author       = {G\'omez-Chova, L. and Zurita-Milla, R. and Alonso, L. and Amor\'os-L\'opez, J. and Guanter, L. and Camps-Valls, G.},
	year         = 2011,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 49,
	number       = 7,
	pages        = {2601--2611},
}
@article{Garcia-Vilchez2011253,
	title        = {{On the impact of lossy compression on hyperspectral image classification and unmixing}},
	author       = {Garc\'ia-V\'ilchez, F. and Mu\~{n}oz-Mar\'i, J. and Zortea, M. and Blanes, I. and Gonz\'alez-Ruiz, V. and Camps-Valls, G. and Plaza, A. and Serra-Sagrist\`{a}, J.},
	year         = 2011,
	journal      = {IEEE Geoscience and Remote Sensing Letters},
	volume       = 8,
	number       = 2,
	pages        = {253--257},
}
@article{Laparra2011537,
	title        = {{Iterative gaussianization: From ICA to random rotations}},
	author       = {Laparra, V. and Camps-Valls, G. and Malo, J.},
	year         = 2011,
	journal      = {IEEE Transactions on Neural Networks},
	volume       = 22,
	number       = 4,
	pages        = {537--549},
}
@article{Laparra2011213,
	title        = {{Complex-valued independent component analysis of natural images}},
	author       = {Laparra, V. and Gutmann, M.U. and Malo, J. and Hyv\"{a}rinen, A.},
	year         = 2011,
	journal      = {Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)},
	volume       = {6792 Lncs},
	number       = {Part 2},
	pages        = {213--220},
}
@article{Tuia201165,
	title        = {{Urban image classification with semisupervised multiscale cluster kernels}},
	author       = {Tuia, D. and Camps-Valls, G.},
	year         = 2011,
	journal      = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},
	volume       = 4,
	number       = 1,
	pages        = {65--74},
}
@article{Tuia2011301,
	title        = {{Structured output SVM for remote sensing image classification}},
	author       = {Tuia, D. and Mu\~{n}oz-Mar\'i, J. and Kanevski, M. and Camps-Valls, G.},
	year         = 2011,
	journal      = {Journal of Signal Processing Systems},
	volume       = 65,
	number       = 3,
	pages        = {301--310},
}
@article{Tuia2011804,
	title        = {{Multioutput support vector regression for remote sensing biophysical parameter estimation}},
	author       = {Tuia, D. and Verrelst, J. and Alonso, L. and P\'erez-Cruz, F. and Camps-Valls, G.},
	year         = 2011,
	journal      = {IEEE Geoscience and Remote Sensing Letters},
	volume       = 8,
	number       = 4,
	pages        = {804--808},
}
@article{Zurita-Milla20114308,
	title        = {{Multitemporal unmixing of medium-spatial-resolution satellite images: A case study using MERIS images for land-cover mapping}},
	author       = {Zurita-Milla, R. and G\'omez-Chova, L. and Guanter, L. and Clevers, J.G.P.W. and Camps-Valls, G.},
	year         = 2011,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 49,
	number       = {11 Part 1},
	pages        = {4308--4317},
}
@article{Bovolo20101148,
	title        = {{A support vector domain method for change detection in multitemporal images}},
	author       = {Bovolo, F. and Camps-Valls, G. and Bruzzone, L.},
	year         = 2010,
	journal      = {Pattern Recognition Letters},
	volume       = 31,
	number       = 10,
	pages        = {1148--1154},
}
@article{Camps-Valls2010587,
	title        = {{Remote sensing feature selection by kernel dependence measures}},
	author       = {Camps-Valls, G. and Mooij, J. and Sch\"{o}lkopf, B.},
	year         = 2010,
	journal      = {IEEE Geoscience and Remote Sensing Letters},
	volume       = 7,
	number       = 3,
	pages        = {587--591},
}
@article{Camps-Valls2010741,
	title        = {{Spatio-spectral remote sensing image classification with graph kernels}},
	author       = {Camps-Valls, G. and Shervashidze, N. and Borgwardt, K.M.},
	year         = 2010,
	journal      = {IEEE Geoscience and Remote Sensing Letters},
	volume       = 7,
	number       = 4,
	pages        = {741--745},
}
@article{Gomez-Chova2010207,
	title        = {{Mean map kernel methods for semisupervised cloud classification}},
	author       = {G\'omez-Chova, L. and Camps-Valls, G. and Bruzzone, L. and Calpe-Maravilla, J.},
	year         = 2010,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 48,
	number       = 1,
	pages        = {207--220},
}
@article{Laparra2010873,
	title        = {{Image denoising with kernels based on natural image relations}},
	author       = {Laparra, V. and Guti\'errez, J. and Camps-Valls, G. and Malo, J.},
	year         = 2010,
	journal      = {Journal of Machine Learning Research},
	volume       = 11,
	pages        = {873--903},
}
@article{Laparra2010852,
	title        = {{Divisive normalization image quality metric revisited}},
	author       = {Laparra, V. and Mu\~{n}oz-Mar\'i, J. and Malo, J.},
	year         = 2010,
	journal      = {Journal of the Optical Society of America A: Optics and Image Science, and Vision},
	volume       = 27,
	number       = 4,
	pages        = {852--864},
}
@article{Malo201017,
	title        = {{Visual cortex performs a sort of non-linear ICA}},
	author       = {Malo, J. and Laparra, V.},
	year         = 2010,
	journal      = {Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)},
	volume       = {5933 Lnai},
	pages        = {17--25},
}
@article{Malo20103179,
	title        = {{Psychophysically tuned divisive normalization approximately factorizes the PDF of natural images}},
	author       = {Malo, J. and Laparra, V.},
	year         = 2010,
	journal      = {Neural Computation},
	volume       = 22,
	number       = 12,
	pages        = {3179--3206},
}
@article{MuozMari2010ocsvm,
	title        = {{Semisupervised One-Class Support Vector Machines for Classification of Remote Sensing Data}},
	author       = {Mu\~{n}oz-Mar\'i, J. and Bovolo, F. and G\'omez-Chova, L. and Bruzzone, L. and Camps-Valls, G.},
	year         = 2010,
	month        = aug,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 48,
	number       = 8,
	pages        = {3188--3197},
	issn         = {0196-2892},
	note         = {Factor de impacto: 3.157.},
}
@article{Ratle20102271,
	title        = {{Semisupervised neural networks for efficient hyperspectral image classification}},
	author       = {Ratle, F. and Camps-Valls, G. and Weston, J.},
	year         = 2010,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 48,
	number       = 5,
	pages        = {2271--2282},
}
@article{Tuia20103780,
	title        = {{Learning relevant image features with multiple-kernel classification}},
	author       = {Tuia, D. and Camps-Valls, G. and Matasci, G. and Kanevski, M.},
	year         = 2010,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 48,
	number       = 10,
	pages        = {3780--3791},
}
@article{Tuia201088,
	title        = {{Multisource composite kernels for urban-image classification}},
	author       = {Tuia, D. and Ratle, F. and Pozdnoukhov, A. and Camps-Valls, G.},
	year         = 2010,
	journal      = {IEEE Geoscience and Remote Sensing Letters},
	volume       = 7,
	number       = 1,
	pages        = {88--92},
}
@article{Bandos2009862,
	title        = {{Classification of hyperspectral images with regularized linear discriminant analysis}},
	author       = {Bandos, T.V. and Bruzzone, L. and Camps-Valls, G.},
	year         = 2009,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 47,
	number       = 3,
	pages        = {862--873},
}
@article{Camps-Valls2009248,
	title        = {{Biophysical parameter estimation with a semisupervised support vector machine}},
	author       = {Camps-Valls, G. and Mu\~{n}oz-Mar\'i, J. and G\'omez-Chova, L. and Richter, K. and Calpe-Maravilla, J.},
	year         = 2009,
	journal      = {IEEE Geoscience and Remote Sensing Letters},
	volume       = 6,
	number       = 2,
	pages        = {248--252},
}
@article{Camps-Valls20091324,
	title        = {{Learning non-linear time-scales with kernel gamma-filters}},
	author       = {Camps-Valls, G. and Mu\~{n}oz-Mar\'i, J. and Mart\'inez-Ram\'on, M. and Requena-Carri\'on, J. and Rojo-\'alvarez, J.L.},
	year         = 2009,
	journal      = {Neurocomputing},
	volume       = 72,
	number       = {4-6},
	pages        = {1324--1328},
}
@article{Capobianco20093822,
	title        = {{Target detection with semisupervised kernel orthogonal subspace projection}},
	author       = {Capobianco, L. and Garzelli, A. and Camps-Valls, G.},
	year         = 2009,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 47,
	number       = 11,
	pages        = {3822--3833},
}
@article{Marconcini2009234,
	title        = {{A composite semisupervised SVM for classification of hyperspectral images}},
	author       = {Marconcini, M. and Camps-Valls, G. and Bruzzone, L.},
	year         = 2009,
	journal      = {IEEE Geoscience and Remote Sensing Letters},
	volume       = 6,
	number       = 2,
	pages        = {234--238},
}
@article{Munoz-Mari2009292,
	title        = {{Parallel implementations of SVM for earth observation}},
	author       = {Mu\~{n}oz-Mar\'i, J. and Plaza, A.J. and Gualtieri, J.A. and Camps-Valls, G.},
	year         = 2009,
	journal      = {Advances in Parallel Computing},
	volume       = 17,
	pages        = {292--312},
}
@article{Plaza2009S110,
	title        = {{Recent advances in techniques for hyperspectral image processing}},
	author       = {Plaza, A. and Benediktsson, J.A. and Boardman, J.W. and Brazile, J. and Bruzzone, L. and Camps-Valls, G. and Chanussot, J. and Fauvel, M. and Gamba, P. and Gualtieri, A. and Marconcini, M. and Tilton, J.C. and Trianni, G.},
	year         = 2009,
	journal      = {Remote Sensing of Environment},
	volume       = 113,
	number       = {Suppl. 1},
	pages        = {S110-s122},
}
@article{Tuia2009224,
	title        = {{Semisupervised remote sensing image classification with cluster kernels}},
	author       = {Tuia, D. and Camps-Valls, G.},
	year         = 2009,
	journal      = {IEEE Geoscience and Remote Sensing Letters},
	volume       = 6,
	number       = 2,
	pages        = {224--228},
}
@article{arenas08,
	title        = {{Efficient Kernel Orthonormalized PLS for Remote Sensing Applications}},
	author       = {Arenas-Garc\'ia, J. and Camps-Valls, G.},
	year         = 2008,
	month        = oct,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 46,
	number       = 10,
	pages        = {2872--2881},
}
@article{Camps-Valls20081822,
	title        = {{Kernel-based framework for multitemporal and multisource remote sensing data classification and change detection}},
	author       = {Camps-Valls, G. and G\'omez-Chova, L. and Mu\~{n}oz-Mar\'i, J. and Rojo-\'alvarez, J.L. and Mart\'inez-Ram\'on, M.},
	year         = 2008,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 46,
	number       = 6,
	pages        = {1822--1835},
}
@article{Camps-Valls200849,
	title        = {{On the suitable domain for SVM training in image coding}},
	author       = {Camps-Valls, G. and Guti\'errez, J. and G\'omez-P\'erez, G. and Malo, J.},
	year         = 2008,
	journal      = {Journal of Machine Learning Research},
	volume       = 9,
	pages        = {49--66},
}
@article{Camps-Valls2008307,
	title        = {{Classification of satellite images with regularized AdaBoosting of RBF neural networks}},
	author       = {Camps-Valls, G. and Rodrigo-Gonz\'alez, A.},
	year         = 2008,
	journal      = {Studies in Computational Intelligence},
	volume       = 83,
	pages        = {307--326},
}
@article{campsvalls08spie,
	title        = {{New machine-learning paradigm provides advantages for remote sensing}},
	author       = {Camps-Valls, G.},
	year         = 2008,
	month        = jul,
	journal      = {SPIE Newsroom},
}
@article{Gomez-Chova2008336,
	title        = {{Semisupervised image classification with Laplacian support vector machines}},
	author       = {G\'omez-Chova, L. and Camps-Valls, G. and Mu\~{n}oz-Mari, J. and Calpe, J.},
	year         = 2008,
	journal      = {IEEE Geoscience and Remote Sensing Letters},
	volume       = 5,
	number       = 3,
	pages        = {336--340},
}
@article{Gomez-Sanchis200880,
	title        = {{Hyperspectral system for early detection of rottenness caused by Penicillium digitatum in mandarins}},
	author       = {G\'omez-Sanchis, J. and G\'omez-Chova, L. and Aleixos, N. and Camps-Valls, G. and Montesinos-Herrero, C. and Molt\'o, E. and Blasco, J.},
	year         = 2008,
	journal      = {Journal of Food Engineering},
	volume       = 89,
	number       = 1,
	pages        = {80--86},
}
@article{Gomez-Sanchis2008191,
	title        = {{Automatic correction of the effects of the light source on spherical objects. An application to the analysis of hyperspectral images of citrus fruits}},
	author       = {G\'omez-Sanchis, J. and Molt\'o, E. and Camps-Valls, G. and G\'omez-Chova, L. and Aleixos, N. and Blasco, J.},
	year         = 2008,
	journal      = {Journal of Food Engineering},
	volume       = 85,
	number       = 2,
	pages        = {191--200},
}
@article{GomezChovaAO08,
	title        = {{Correction of systematic spatial noise in push-broom hyperspectral sensors: application to CHRIS/PROBA images}},
	author       = {Luis G\'omez-Chova and Luis Alonso and Luis Guanter and Gustavo Camps-Valls and Javier Calpe and Jos\'e Moreno},
	year         = 2008,
	month        = oct,
	journal      = {Applied Optics},
	publisher    = {Osa},
	volume       = 47,
	number       = 28,
	pages        = {F46-f60},
	keywords     = {Coherent optical effects, Noise in imaging systems, Image reconstruction-restoration, Multispectral and hyperspectral imaging , Optical sensing and sensors},
}
@article{Rojo-Alvarez2008,
	title        = {{Sparse deconvolution using support vector machines}},
	author       = {Rojo-\'alvarez, J.L. and Mart\'inez-Ram\'on, M. and Mu\~{n}oz-Mar\'i, J. and Camps-Valls, G. and Cruz, C.M. and Figueiras-Vidal, A.R.},
	year         = 2008,
	journal      = {Eurasip Journal on Advances in Signal Processing},
	volume       = 2008,
}
@article{Bandos20072588,
	title        = {{Statistical criteria for early-stopping of support vector machines}},
	author       = {Bandos, T.V. and Camps-Valls, G. and Soria-Olivas, E.},
	year         = 2007,
	journal      = {Neurocomputing},
	volume       = 70,
	number       = {13-15},
	pages        = {2588--2592},
}
@article{Camps-Valls20073044,
	title        = {{Semi-supervised graph-based hyperspectral image classification}},
	author       = {Camps-Valls, G. and Bandos Marsheva, T.V. and Zhou, D.},
	year         = 2007,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 45,
	number       = 10,
	pages        = {3044--3054},
}
@article{Camps-Valls2007279,
	title        = {{Nonlinear system identification with composite relevance vector machines}},
	author       = {Camps-Valls, G. and Mart\'inez-Ram\'on, M. and Rojo-\'alvarez, J.L. and Mu\~{n}oz-Mar\'i, J.},
	year         = 2007,
	journal      = {IEEE Signal Processing Letters},
	volume       = 14,
	number       = 4,
	pages        = {279--282},
}
@article{Camps-Valls2007359,
	title        = {{Therapeutic drug monitoring of kidney transplant recipients using profiled support vector machines}},
	author       = {Camps-Valls, G. and Soria-Olivas, E. and P\'erez-Ruixo, J.J. and P\'erez-Cruz, F. and Art\'es-Rodr\'iguez, A. and Jim\'enez-Torres, N.V.},
	year         = 2007,
	journal      = {IEEE Transactions on Systems, Man and Cybernetics Part C: Applications and Reviews},
	volume       = 37,
	number       = 3,
	pages        = {359--372},
}
@article{Gomez20071082,
	title        = {{Hyperspectral detection of citrus damage with Mahalanobis kernel classifier}},
	author       = {G\'omez, J. and Blasco, J. and Molt\'o, E. and Camps-Valls, G.},
	year         = 2007,
	journal      = {Electronics Letters},
	volume       = 43,
	number       = 20,
	pages        = {1082--1084},
}
@article{Martinez-Ramon2007642,
	title        = {{Kernel antenna array processing}},
	author       = {Mart\'inez-Ram\'on, M. and Rojo-\'alvarez, J.L. and Camps-Valls, G. and Christodoulou, C.G.},
	year         = 2007,
	journal      = {IEEE Transactions on Antennas and Propagation},
	volume       = 55,
	number       = {3 I},
	pages        = {642--650},
}
@article{Munoz07,
	title        = {{A Support Vector Domain Description Approach to Supervised Classification of Remote Sensing Images}},
	author       = {Mu\~{n}oz-Mar\'i, J. and Bruzzone, L. and Camps-Valls, G.},
	year         = 2007,
	journal      = {{IEEE} Transactions on Geoscience and Remote Sensing},
	volume       = 45,
	number       = 8,
	pages        = {2683--2692},
}
@article{Rojo-Alvarez20074116,
	title        = {{Nonuniform interpolation of noisy signals using support vector machines}},
	author       = {Rojo-\'alvarez, J.L. and Figuera-Pozuelo, C. and Mart\'inez-Cruz, C.E. and Camps-Valls, G. and Alonso-Atienza, F. and Mart\'inez-Ram\'on, M.},
	year         = 2007,
	journal      = {IEEE Transactions on Signal Processing},
	volume       = 55,
	number       = 8,
	pages        = {4116--4126},
}
@article{Camps-Valls2006339,
	title        = {{Robust support vector regression for biophysical variable estimation from remotely sensed images}},
	author       = {Camps-Valls, G. and Bruzzone, L. and Rojo-\'alvarez, J.L. and Melgani, F.},
	year         = 2006,
	journal      = {IEEE Geoscience and Remote Sensing Letters},
	volume       = 3,
	number       = 3,
	pages        = {339--343},
}
@article{Camps-Valls200623,
	title        = {{Retrieval of oceanic chlorophyll concentration with relevance vector machines}},
	author       = {Camps-Valls, G. and G\'omez-Chova, L. and Mu\~{n}oz-Mar\'i, J. and Vila-Franc\'es, J. and Amor\'os-L\'opez, J. and Calpe-Maravilla, J.},
	year         = 2006,
	journal      = {Remote Sensing of Environment},
	volume       = 105,
	number       = 1,
	pages        = {23--33},
}
@article{Camps-Valls200693,
	title        = {{Composite kernels for hyperspectral image classification}},
	author       = {Camps-Valls, G. and G\'omez-Chova, L. and Mu\~{n}oz-Mar\'i, J. and Vila-Franc\'es, J. and Calpe-Maravilla, J.},
	year         = 2006,
	journal      = {IEEE Geoscience and Remote Sensing Letters},
	volume       = 3,
	number       = 1,
	pages        = {93--97},
}
@article{Camps-Valls2006905,
	title        = {{Enhancing decision-based neural networks through local competition}},
	author       = {Camps-Valls, G. and G\'omez-Chova, L. and Vila-Franc\'es, J. and Martin-Guerrero, J.D. and Serrano-L\'opez, A.J. and Soria-Olivas, E.},
	year         = 2006,
	journal      = {Neurocomputing},
	volume       = 69,
	number       = {7-9 Spec. Iss.},
	pages        = {905--908},
}
@article{Chova06,
	title        = {{Urban Monitoring using Multitemporal SAR and Multispectral Data}},
	author       = {G\'omez-Chova, L. and Fern\'andez-Prieto, D. and Calpe, J. and Soria, E. and Vila-Franc\'es, J. and Camps-Valls, G.},
	year         = 2006,
	journal      = {Pattern Recognition Letters, Special Issue on ``Pattern Recognition in Remote Sensing''},
	volume       = 27,
	number       = 4,
	pages        = {234--243},
}
@article{Gutierrez2006189,
	title        = {{Regularization operators for natural images based on nonlinear perception models}},
	author       = {Guti\'errez, J. and Ferri, F.J. and Malo, J.},
	year         = 2006,
	journal      = {IEEE Transactions on Image Processing},
	volume       = 15,
	number       = 1,
	pages        = {189--200},
}
@article{Malo200668,
	title        = {{Nonlinear image representation for efficient perceptual coding}},
	author       = {Malo, J. and Epifanio, I. and Navarro, R. and Simoncelli, E.P.},
	year         = 2006,
	journal      = {IEEE Transactions on Image Processing},
	volume       = 15,
	number       = 1,
	pages        = {68--80},
}
@article{Malo200685,
	title        = {{V1 non-linear properties emerge from local-to-global non-linear ICA}},
	author       = {Malo, J. and Guti\'errez, J.},
	year         = 2006,
	journal      = {Network: Computation in Neural Systems},
	volume       = 17,
	number       = 1,
	pages        = {85--102},
}
@article{Martinez-Ramon20061617,
	title        = {{Support vector machines for nonlinear Kernel ARMA system identification}},
	author       = {Mart\'inez-Ram\'on, M. and Rojo-\'alvarez, J.L. and Camps-Valls, G. and Mu\~{n}oz-Mar\'i, J. and Navia-V\'azquez, A. and Soria-Olivas, E. and Figueiras-Vidal, A.R.},
	year         = 2006,
	journal      = {IEEE Transactions on Neural Networks},
	volume       = 17,
	number       = 6,
	pages        = {1617--1622},
}
@article{Soria-Olivas20061104,
	title        = {{Non-linear RLS-based algorithm for pattern classification}},
	author       = {Soria-Olivas, E. and Camps-Valls, G. and Mart\'in-Guerrero, J.D. and Calpe-Maravilla, J. and Vila-Franc\'es, J. and Serrano-L\'opez, A.J.},
	year         = 2006,
	journal      = {Signal Processing},
	volume       = 86,
	number       = 5,
	pages        = {1104--1108},
}
@article{Soria-Olivas2006909,
	title        = {{Efficient pruning of multilayer perceptrons using a fuzzy sigmoid activation function}},
	author       = {Soria-Olivas, E. and Mart\'in-Guerrero, J.D. and Serrano-L\'opez, A.J. and Calpe-Maravilla, J. and Vila-Franc\'es, J. and Camps-Valls, G.},
	year         = 2006,
	journal      = {Neurocomputing},
	volume       = 69,
	number       = {7-9 Spec. Iss.},
	pages        = {909--912},
}
@article{Camps-Valls20051351,
	title        = {{Kernel-based methods for hyperspectral image classification}},
	author       = {Camps-Valls, G. and Bruzzone, L.},
	year         = 2005,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 43,
	number       = 6,
	pages        = {1351--1362},
}
@article{Gomez-Perez20051574,
	title        = {{Perceptual adaptive insensitivity for support vector machine image coding}},
	author       = {G\'omez-P\'erez, G. and Camps-Valls, G. and Guti\'errez, J. and Malo, J.},
	year         = 2005,
	journal      = {IEEE Transactions on Neural Networks},
	volume       = 16,
	number       = 6,
	pages        = {1574--1581},
}
@article{Pastor-Barcenas2005149,
	title        = {{Unbiased sensitivity analysis and pruning techniques in neural networks for surface ozone modelling}},
	author       = {Pastor-B\'arcenas, O. and Soria-Olivas, E. and Mart\'in-Guerrero, J.D. and Camps-Valls, G. and Carrasco-Rodr\'iguez, J.L. and Del Valle-Tasc\'on, S.},
	year         = 2005,
	journal      = {Ecological Modelling},
	volume       = 182,
	number       = 2,
	pages        = {149--158},
}
@article{Rojo05b,
	title        = {{Support vector machines framework for linear signal processing}},
	author       = {Rojo-\'alvarez, J. L and Camps-Valls, G. and Mart\'inez-Ram\'on, M. and Soria-Olivas, E. and Navia-V\'azquez, A. and Figueiras-Vidal, A. R.},
	year         = 2005,
	journal      = {Signal Processing},
	volume       = 85,
	number       = 12,
	pages        = {2316--26},
}
@article{Camps-Valls2004,
	title        = {{Profiled support vector machines for antisense oligonucleotide efficay prediction}},
	author       = {Camps-Valls, G. and Chalk, A.M. and Serrano-L\'opez, A.J. and Mart\'in-Guerrero, J.D. and Sonnhammer, E.L.L.},
	year         = 2004,
	journal      = {BMC Bioinformatics},
	volume       = 5,
	page_count   = 9,
}
@article{Camps-Valls20041530,
	title        = {{Robust support vector method for hyperspectral data classification and knowledge discovery}},
	author       = {Camps-Valls, G. and G\'omez-Chova, L. and Calpe-Maravilla, J. and Mart\'in-Guerrero, J.D. and Soria-Olivas, E. and Alonso-Chord\'a, L. and Moreno, J.},
	year         = 2004,
	journal      = {IEEE Transactions on Geoscience and Remote Sensing},
	volume       = 42,
	number       = 7,
	pages        = {1530--1542},
}
@article{Camps-Valls2004501,
	title        = {{Fuzzy sigmoid kernel for support vector classifiers}},
	author       = {Camps-Valls, G. and Mart\'in-Guerrero, J.D. and Rojo-\'alvarez, J.L. and Soria-Olivas, E.},
	year         = 2004,
	journal      = {Neurocomputing},
	volume       = 62,
	number       = {1-4},
	pages        = {501--506},
}
@article{Camps-Valls2004493,
	title        = {{Robust gamma-filter using support vector machines}},
	author       = {Camps-Valls, G. and Mart\'inez-Ram\'on, M. and Rojo-\'alvarez, J.L. and Soria-Olivas, E.},
	year         = 2004,
	journal      = {Neurocomputing},
	volume       = 62,
	number       = {1-4},
	pages        = {493--499},
}
@article{Camps-Valls2004197,
	title        = {{Foetal ECG recovery using dynamic neural networks}},
	author       = {Camps-Valls, G. and Mart\'inez-Sober, M. and Soria-Olivas, E. and Magdalena-Benedito, R. and Calpe-Maravilla, J. and Guerrero-Mart\'inez, J.},
	year         = 2004,
	journal      = {Artificial Intelligence in Medicine},
	volume       = 31,
	number       = 3,
	pages        = {197--209},
}
@article{Camps04cya,
	title        = {{Neural networks for C\_2h cyclosporine concentration modelling}},
	author       = {Camps-Valls, G. and Serrano-L\'opez, A. J. and Porta-Oltra, B. and Mart\'in-Guerrero, J. D. and Soria-Olivas, E. and Jim\'enez-Torres, N. V.},
	year         = 2004,
	month        = feb,
	journal      = {Pharmacy World and Science},
	volume       = 26,
	number       = 2,
	pages        = {A28},
}
@article{Camps-Valls2004429,
	title        = {{Regularized RBF networks for hyperspectral data classification}},
	author       = {Camps-Valls, G. and Serrano-L\'opez, A.J. and G\'omez-Chova, L. and Mart\'in-Guerrero, J.D. and Calpe-Maravilla, J. and Moreno, J.},
	year         = 2004,
	journal      = {Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)},
	volume       = 3212,
	pages        = {429--436},
}
@article{Capilla2004176,
	title        = {{Corresponding-pair procedure: A new approach to simulation of dichromatic color perception}},
	author       = {Capilla, P. and D\'iez-Ajenjo, M.A. and Luque, M.J. and Malo, J.},
	year         = 2004,
	journal      = {Journal of the Optical Society of America A: Optics and Image Science, and Vision},
	volume       = 21,
	number       = 2,
	pages        = {176--186},
}
@article{Martin04channel,
	title        = {{Channel equalisation using a soft back-propagation learning algorithm}},
	author       = {Mart\'in-Guerrero, J. D. and G\'omez-Chova, L. and Camps-Valls, G. and Serrano, A.J. and Vila-Franc\'es, J. and Calpe-Maravilla, J. and Soria-Olivas, E.},
	year         = 2004,
	journal      = {Journal of Electrical Engineering},
	volume       = 55,
	number       = {5-6},
	pages        = {156--160},
}
@article{Martin-Guerrero2004421,
	title        = {{Machine learning methods for one-session ahead prediction of accesses to page categories}},
	author       = {Mart\'in-Guerrero, J.D. and Balaguer-Ballester, E. and Camps-Valls, G. and Palomares, A. and Serrano-L\'opez, A.J. and G\'omez-Sanch\'is, J. and Soria-Olivas, E.},
	year         = 2004,
	journal      = {Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)},
	volume       = 3137,
	pages        = {421--424},
}
@article{MartinGuerrero04timc,
	title        = {{Neural networks as effective techniques in clinical management of patients: some case studies}},
	author       = {Mart\'in, J. D. and Soria, E. and Camps, G. and Serrano, A. J. and Sep\'ulveda, J. R. and Jim\'enez, V.},
	year         = 2004,
	journal      = {Transactions of the Institute of Measurement and Control},
	volume       = 26,
	number       = 3,
	pages        = {169--183},
}
@article{Salcedo-Sanz2004398,
	title        = {{Enhancing genetic feature selection through restricted search and Walsh analysis}},
	author       = {Salcedo-Sanz, S. and Camps-Valls, G. and P\'erez-Cruz, F. and Sep\'ulveda-Sanchis, J. and Bousono-Calz\'on, C.},
	year         = 2004,
	journal      = {IEEE Transactions on Systems, Man and Cybernetics Part C: Applications and Reviews},
	volume       = 34,
	number       = 4,
	pages        = {398--406},
}
@article{Soria04lms,
	title        = {{A novel approach to introducing adaptive filters based on the LMS algorithm and its variants}},
	author       = {Soria, E. and Calpe, J. and Chambers, J. and Mart\'inez, M. and Camps-Valls, G. and Mart\'in-Guerrero, J. D.},
	year         = 2004,
	month        = apr,
	journal      = {{IEEE} Transactions on Education},
	volume       = 47,
	number       = 1,
	pages        = {127--133},
}
@article{Camps-Valls2003134,
	title        = {{Support vector machines for crop classification using hyperspectral data}},
	author       = {Camps-Valls, G. and G\'omez-Chova, L. and Calpe-Maravilla, J. and Soria-Olivas, E. and Mart\'in-Guerrero, J.D. and Moreno, J.},
	year         = 2003,
	journal      = {Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)},
	volume       = 2652,
	pages        = {134--141},
}
@article{Camps-Valls2003442,
	title        = {{Prediction of cyclosporine dosage in patients after kidney transplantation using neural networks}},
	author       = {Camps-Valls, G. and Porta-Oltra, B. and Soria-Olivas, E. and Mart\'in-Guerrero, J.D. and Serrano-L\'opez, A.J. and P\'erez-Ruixo, J.J. and Jim\'enez-Torres, N.V.},
	year         = 2003,
	journal      = {IEEE Transactions on Biomedical Engineering},
	volume       = 50,
	number       = 4,
	pages        = {442--448},
}
@article{Epifanio20031799,
	title        = {{Linear transform for simultaneous diagonalization of covariance and perceptual metric matrix in image coding}},
	author       = {Epifanio, I. and Guti\'errez, J. and Malo, J.},
	year         = 2003,
	journal      = {Pattern Recognition},
	volume       = 36,
	number       = 8,
	pages        = {1799--1811},
}
@article{MartinGuerrero2003361,
	title        = {{Use of neural networks for dosage individualisation of erythropoietin in patients with secondary anemia to chronic renal failure}},
	author       = {Mart\'in Guerrero, J.D. and Soria Olivas, E. and Camps Valls, G. and Serrano L\'opez, A.J. and P\'erez Ruixo, J.J. and Jim\'enez Torres, N.V.},
	year         = 2003,
	journal      = {Computers in Biology and Medicine},
	volume       = 33,
	number       = 4,
	pages        = {361--373},
}
@article{Martin-Guerrero20031136,
	title        = {{Dosage individualization of erythropoietin using a profile-dependent support vector regression}},
	author       = {Mart\'in-Guerrero, J.D. and Camps-Valls, G. and Soria-Olivas, E. and Serrano-L\'opez, A.J. and P\'erez-Ruixo, J.J. and Jim\'enez-Torres, N.V.},
	year         = 2003,
	journal      = {IEEE Transactions on Biomedical Engineering},
	volume       = 50,
	number       = 10,
	pages        = {1136--1142},
}
@article{soria03,
	title        = {{A low-complexity fuzzy activation function for artificial neural networks}},
	author       = {Soria-Olivas, E. and Mart\'in-Guerrero, J.D. and Camps-Valls, G. and Serrano-L\'opez, A.J. and Calpe-Maravilla, J. and G\'omez-Chova L.},
	year         = 2003,
	month        = nov,
	journal      = {{IEEE} Transactions on Neural Networks},
	volume       = 14,
	number       = 6,
	pages        = {1379--1380},
	note         = {Factor de impacto: 1.666.},
}
@article{Balaguer02,
	title        = {{Effective 1-day ahead prediction of hourly surface ozone concentrations in eastern Spain using linear models and neural networks}},
	author       = {Balaguer Ballester, E. and Camps i Valls, G. and Carrasco-Rodr\'iguez, J. L. and Soria-Olivas, E. and del Valle-Tasc\'on, S.},
	year         = 2002,
	journal      = {Ecological Modelling},
	volume       = 156,
	number       = 1,
	pages        = {27--41},
	note         = {Factor de impacto: 1.308},
}
@article{Camps-Valls2002568,
	title        = {{Cyclosporine concentration prediction using clustering and support vector regression methods}},
	author       = {Camps-Valls, G. and Soria-Olivas, E. and P\'erez-Ruixo, J.J. and P\'erez-Cruz, F. and Figueiras-Vidal, A.R. and Art\'es-Rodr\'iguez, A.},
	year         = 2002,
	journal      = {Electronics Letters},
	volume       = 38,
	number       = 12,
	pages        = {568--570},
}
@article{Fernando02,
	title        = {{Multi-dimensional Function Approximation and Regression Estimation}},
	author       = {F. P\'erez-Cruz and G. Camps-Valls and E. Soria-Olivas and J. J. P\'erez-Ruixo and A. R. Figueiras-Vidal and A. Art\'es-Rodr\'iguez},
	year         = 2002,
	month        = aug,
	journal      = {Lecture Notes in Computer Science (LNCS)},
	volume       = 2415,
	pages        = {757--782},
	note         = {Factor de impacto: 0.515.},
}
@inproceedings{camps2001profile,
	title        = {{A profile-dependent kernel-based regression for cyclosporine concentration prediction}},
	author       = {Camps-Valls, G and Soria-Olivas, E and P\'erez-Ruixo, J and Art\'es-Rodr\'iguez, A and P\'erez-Cruz, F and Figueiras-Vidal, A},
	year         = 2001,
	booktitle    = {Neural Information Processing Systems (NIPS)--Workshop on New Directions in Kernel-Based Learning Methods},
}
@article{Camps01icann,
	title        = {{Neural Networks Ensemble for Cyclosporine Concentration Monitoring}},
	author       = {Camps-Valls, G. and Soria-Olivas, E. and Mart\'in-Guerrero, J. D. and P\'erez-Ruixo, J. J. and Jim\'enez-Torres, N. V.},
	year         = 2001,
	month        = aug,
	journal      = {Lecture Notes in Computer Science (LNCS)},
	volume       = 2130,
	pages        = {706--711},
}
@article{Malo20011411,
	title        = {{Perceptual feedback in multigrid motion estimation using an improved DCT quantization}},
	author       = {Malo, J. and Guti\'errez, J. and Epifanio, I. and Ferri, F.J. and Artigas, J.M.},
	year         = 2001,
	journal      = {IEEE Transactions on Image Processing},
	volume       = 10,
	number       = 10,
	pages        = {1411--1427},
}
@article{Malo2001,
	title        = {{What motion information is perceptually relevant?}},
	author       = {Malo, J. and Guti\'errez, J. and Epifanio, I.},
	year         = 2001,
	journal      = {Journal of Vision},
	volume       = 1,
	number       = 3,
}
@article{Serrano01,
	title        = {{Some examples for solving Clinical Problems using Neural Networks}},
	author       = {Serrano, A. J. and Soria, E. and Camps, G. and Mart\'in, J. D.},
	year         = 2001,
	month        = jun,
	journal      = {Lecture Notes in Computer Science (LNCS)},
	volume       = 2085,
	pages        = {345--355},
}
@article{Malo2000233,
	title        = {{Role of perceptual contrast non-linearities in image transform quantization}},
	author       = {Malo, J. and Ferri, F. and Albert, J. and Soret, J. and Artigas, J.M.},
	year         = 2000,
	journal      = {Image and Vision Computing},
	volume       = 18,
	number       = 3,
	pages        = {233--246},
}
@article{Malo2000807,
	title        = {{Importance of quantiser design compared to optimal multigrid motion estimation in video coding}},
	author       = {Malo, J. and Ferri, F.J. and Guti\'errez, J. and Epifanio, I.},
	year         = 2000,
	journal      = {Electronics Letters},
	volume       = 36,
	number       = 9,
	pages        = {807--809},
}
@article{Malo20001693,
	title        = {{Perceptually weighted optical flow for motion-based segmentation in MPEG-4 paradigm}},
	author       = {Malo, J. and Guti\'errez, J. and Epifanio, I. and Ferri, F.J.},
	year         = 2000,
	journal      = {Electronics Letters},
	volume       = 36,
	number       = 20,
	pages        = {1693--1694},
}
@article{Malo2000658,
	title        = {{Non-linear invertible representation for joint statistical and perceptual feature decorrelation}},
	author       = {Malo, J. and Navarro, R. and Epifanio, I. and Ferri, F. and Artigas, J.M.},
	year         = 2000,
	journal      = {Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)},
	volume       = {1876 Lncs},
	pages        = {658--667},
}
@article{SoriaOlivas2000102,
	title        = {{Artificial neuronal networks: A new tool for pharmaceutical care [Redes neuronales artificiales: Una nueva herramienta para la atenci\'on farmac\'eutica]}},
	author       = {Soria Olivas, E. and Jim\'enez Torres, N.V. and Serrano L\'opez, A.J. and Camps Valls, G.},
	year         = 2000,
	journal      = {Atencion Farmaceutica},
	volume       = 2,
	number       = 1,
	pages        = {102--110},
}
@article{JimenezASHP99,
	title        = {{Prediction of digoxin Plasma Potentially Toxic Levels by Using a Neural Network Model}},
	author       = {Jim\'enez, N. V. and Soria, E. and Albert, A. and Serrano, A. J. and Camps, G.},
	year         = 1999,
	month        = oct,
	journal      = {American Journal of Health-System Pharmacy},
	volume       = 56,
	number       = 20,
	pages        = 2277,
}
@article{Mapi2SEC99,
	title        = {{An\'alisis de la variabilidad de la frecuencia cardiaca en pacientes diab\'eticos con neuropat\'ia auton\'omica cardiovascular}},
	author       = {L\'opez Lereu, M. P. and Guerrero Mart\'inez, J. F. and Chorro, J. and Mu\~noz, J. and Berenguer, A. and Ampudia, J. and Ascaso, J. and Camps-Valls, G. and Garc\'ia Civera, R. and L\'opez Merino, V},
	year         = 1999,
	month        = oct,
	journal      = {Revista Espa\~nola de Cardiolog\'ia},
	volume       = {Vol 52},
	number       = {Suppl. 4},
	pages        = 62,
}
@article{MapiSEC99,
	title        = {{Detecci\'on precoz de disfunci\'on auton\'omica en diab\'eticos Tipo I mediante el an\'alisis de la variabilidad de la frecuencia cardiaca}},
	author       = {L\'opez Lereu, M. P. and Guerrero Mart\'inez, J. F. and Chorro, J. and Mu\~{n}oz, J. and Berenguer, A. and Ampudia, J. and Ascaso, J. and Camps-Valls, G. and Garc\'ia Civera, R. and L\'opez Merino, V},
	year         = 1999,
	month        = oct,
	journal      = {Revista Espa\~{n}ola de Cardiolog\'ia},
	volume       = {Vol 52},
	number       = {Suppl. 4},
	pages        = 157,
}
@article{Malo19991067,
	title        = {{Comparison of perceptually uniform quantization with average error minimization in image transform coding}},
	author       = {Malo, J. and Ferri, F.J. and Albert, J. and Soret, J.},
	year         = 1999,
	journal      = {Electronics Letters},
	volume       = 35,
	number       = 13,
	pages        = {1067--1068},
}
@article{Pons199993,
	title        = {{Image quality metric based on multidimensional contrast perception models}},
	author       = {Pons, A.M. and Malo, J. and Artigas, J.M. and Capilla, P.},
	year         = 1999,
	journal      = {Displays},
	volume       = 20,
	number       = 2,
	pages        = {93--110},
}
@article{Malo1998541,
	title        = {{Splitting criterion for hierarchical motion estimation based on perceptual coding}},
	author       = {Malo, J. and Ferri, F.J. and Albert, J. and Artigas, J.M.},
	year         = 1998,
	journal      = {Electronics Letters},
	volume       = 34,
	number       = 6,
	pages        = {541--543},
}
@article{Capilla98,
	title        = {{Colour representation spaces at different physiological levels: a comparative analysis}},
	author       = {P Capilla and J Malo and M J Luque and J M Artigas},
	year         = 1998,
	journal      = {Journal of Optics},
	volume       = 29,
	number       = 5,
	pages        = 324,
}
@article{Lorente1997267,
	title        = {{Standard criterion for fluctuations of modulation transfer function in the human eye: Application to disposable contact lenses}},
	author       = {Lorente, A. and Pons, A.M. and Malo, J. and Artigas, J.M.},
	year         = 1997,
	journal      = {Ophthalmic and Physiological Optics},
	volume       = 17,
	number       = 3,
	pages        = {267--272},
}
@article{Malo1997535,
	title        = {{Subjective image fidelity metric based on bit allocation of the human visual system in the DCT domain}},
	author       = {Malo, J. and Pons, A.M. and Artigas, J.M.},
	year         = 1997,
	journal      = {Image and Vision Computing},
	volume       = 15,
	number       = 7,
	pages        = {535--548},
}
@article{Malo1997127,
	title        = {{Characterization of the human visual system threshold performance by a weighting function in the Gabor domain}},
	author       = {Malo, J. and Pons, A.M. and Felipe, A. and Artigas, J.M.},
	year         = 1997,
	journal      = {Journal of Modern Optics},
	volume       = 44,
	number       = 1,
	pages        = {127--148},
}
@article{Martinez-Verdu19971829,
	title        = {{Implementations of a novel algorithm for colour constancy}},
	author       = {Mart\'inez-Verd\'u, F. and Luque, M.J. and Malo, J. and Felipe, A. and Artigas, J.M.},
	year         = 1997,
	journal      = {Vision Research},
	volume       = 37,
	number       = 13,
	pages        = {1829--1843},
}
@article{Martinez-Verdu1996171,
	title        = {{A new chromatic encoding for machine vision invariant to the change of illuminant}},
	author       = {Mart\'inez-Verd\'u, F.M. and Arnau, V. and Malo, J. and Felipe, A. and Artigas, J.M.},
	year         = 1996,
	journal      = {Journal of Optics - Nouvelle Revue d'Optique},
	volume       = 27,
	number       = 4,
	pages        = {171--181},
}
@article{Buades1995175,
	title        = {{A statistical explanation of the effect of luminance on photopic visual acuity of speckled images}},
	author       = {Buades, M.J. and Artigas, J.M. and Felipe, A. and Malo, J.},
	year         = 1995,
	journal      = {Journal of Optics},
	volume       = 26,
	number       = 4,
	pages        = {175--176},
}
@article{Malo19951222,
	title        = {{Bit allocation algorithm for codebook design in vector quantisation fully based on human visual system nonlinearities for suprathreshold contrasts}},
	author       = {Malo, J. and Pons, A.M. and Artigas, J.M.},
	year         = 1995,
	journal      = {Electronics Letters},
	volume       = 31,
	number       = 15,
	pages        = {1222--1224},
}
@article{Malo199493,
	title        = {{On the intrinsic two-dimensionality of the CSF and its measurement}},
	author       = {Malo, J. and Felipe, A. and Luque, M.J. and Artigas, J.M.},
	year         = 1994,
	journal      = {Journal of Optics},
	volume       = 25,
	number       = 3,
	pages        = {93--103},
}
@article{Brocca24dte,
	title        = {{A Digital Twin of the terrestrial water cycle: a glimpse into the future through high-resolution Earth Observations}},
	author       = {Brocca, L. and Massari, C. and Camici, S. and Tarpanelli, A. and Ciabatta, L. and Barbetta, S. and Dari, J. and Mosaffa, H. and Filippucci, P. and Modanesi, S. and Bonaccorsi, B. and Wagner, W. and Vreugdenhil, M. and Quast, R. and Alfieri, R. and Gabellani, S. and Avanzi, F. and Rains, D. and Miralles, D.G. and Mantovani, S. and Briese, C. and Domeneghetti, A. and  Jacob, A. and Castelli, M. and Camps-Valls, G. and Volden, E. and Fernandez, D.},
	year         = {2024},
	journal      = {Frontiers in Science},
}
@article{Zheng24xai,
	title        = {{Explainable Deep Learning for Automatic Rock Classification}},
	author       = {Dongyu Zheng and Hanting Zhong and Gustau Camps-Valls and Xiaogang Ma and Xiumian Hu and Mingcai Hou and Chao Ma},
	journal	     = {Computers \& Geosciences},
	url	     = {https://zenodo.org/records/7634024},
	year         = {2024},
}
@article{Fernandez22gf,
	title        = {{Unsupervised Spatio-Temporal Drought Monitoring with Gaussianization Flows}},
	author       = {Fernandez-Torres, MA et al.},
	year         = {Submitted},
}
@article{Gonzalez23gans,
	title        = {{Generative Networks for Earth Surface Gap Filling}},
	author       = {Gonzalez-Calabuig, M. and Fernandez-Torres, M.A.and Camps-Valls, G.},
	year         = {Submitted},
	pages        = 1,
	project     = {xaida,usmile},
}
@article{Laparra23rbig4it,
	title        = {{Information Theory Measures via Multidimensional Gaussianization}},
	author       = {Laparra, V. and Johnson, J. E. and Camps-Valls, G. and Santos-Rodr\'iguez, R. and Malo, J.},
        journal      = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
	year         = {2025},
	eprint       = {2010.03807},
	code         = {https://github.com/IPL-UV/rbig},
	arxiv        = {http://arxiv.org/abs/2010.03807},
}
@article{martinuzzi2024learning,
  title={Learning extreme vegetation response to climate drivers with recurrent neural networks},
  author={Martinuzzi, Francesco and Mahecha, Miguel D and Camps-Valls, Gustau and Montero, David and Williams, Tristan and Mora, Karin},
  journal={Nonlinear Processes in Geophysics},
  volume={31},
  number={4},
  pages={535--557},
  year={2024},
  publisher={Copernicus Publications G{\"o}ttingen, Germany}
}
@article{Montero23esdc,
	title        = {{Data Cubes for Earth System Research: Challenges Ahead}},
  author = {David Montero and Guido Kraemer and Anca Anghelea and César Aybar and Gunnar Brandt and Gustau Camps-Valls and Felix Cremer and Ida Flik and Fabian Gans and Sarah Habershon and Chaonan Ji and Teja Kattenborn and Laura Martínez-Ferrer and Francesco Martinuzzi and Martin Reinhardt and Maximilian Söchting and Khalil Teber and Miguel D. Mahecha},
	year         = {Submitted},
}
@article{ZHANG2024114252,
title = {Domain knowledge-driven variational recurrent networks for drought monitoring},
journal = {Remote Sensing of Environment},
volume = {311},
pages = {114252},
year = {2024},
issn = {0034-4257},
doi = {https://doi.org/10.1016/j.rse.2024.114252},
url = {https://www.sciencedirect.com/science/article/pii/S0034425724002700},
author = {Mengxue Zhang and Miguel-Angel Fernandez-Torres and Gustau Camps-Valls},
topic        = {Hybrid,DL,fusion,drought},
project      = {xaida,usmile},
}
@article{dechant2024intercomparison,
  title={Intercomparison of global foliar trait maps reveals fundamental differences and limitations of upscaling approaches},
  author={Dechant, Benjamin and Kattge, Jens and Pavlick, Ryan and Schneider, Fabian D and Sabatini, Francesco M and Moreno-Martinez, Alvaro and Butler, Ethan E and van Bodegom, Peter M and Vallicrosa, Helena and Kattenborn, Teja and others},
  journal={Remote Sensing of Environment},
  volume={311},
  pages={114276},
  year={2024},
  publisher={Elsevier}
}
@article{varando2024staged,
  title={Staged trees and asymmetry-labeled DAGs},
  author={Varando, Gherardo and Carli, Federico and Leonelli, Manuele},
  journal={Metrika},
  pages={1--28},
  year={2024},
  publisher={Springer}
}
@article{tarraga2024causal,
  title={Causal discovery reveals complex patterns of drought-induced displacement},
  author={T{\'a}rraga, Jose Mar{\'\i}a and Sevillano-Marco, Eva and Mu{\~n}oz-Mar{\'\i}, Jordi and Piles, Mar{\'\i}a and Sitokonstantinou, Vasileios and Ronco, Michele and Miranda, Mar{\'\i}a Teresa and Cerd{\`a}, Jordi and Camps-Valls, Gustau},
  journal={Iscience},
  volume={27},
  number={9},
  year={2024},
  publisher={Elsevier},
  project = {deepcube,usmile,scale},
}
@article{gonzalez24aide,
	title        = {The AIDE Toolbox: AI for Disentangling Extreme Events},
	author       = {Gonzalez-Calabuig, M. and Cortes-AndrÃ©s, J. and Williams, T.K.E. and Zhang, M. and Pellicer-Valero, O. and FernÃ¡ndez-Torres, M.A. and Camps-Valls, G.},
	year         = {2024},
	journal      = {IEEE Geoscience and Remote Sensing Magazine},
	month = {June},
	volume = {12},
	number = {2},
	publisher    = {},
	pages        = {113-118},
	doi          = {https://doi.org/10.1109/MGRS.2024.3382544},
	code         = {https://github.com/IPL-UV/AIDE},
	project      = {xaida,deepextremes},
}
@article{nelson2024x,
	title        = {X-BASE: the first terrestrial carbon and water flux products from an extended data-driven scaling framework, FLUXCOM-X},
	author       = {Jacob A Nelson, Sophia Walther, Fabian Gans, Basil Kraft, Ulrich Weber, Kimberly Novick, Nina Buchmann, Mirco Migliavacca, Georg Wohlfahrt, Ladislav \v{S}igut, Andreas Ibrom, Dario Papale, Mathias G\"{o}ckede, Gregory Duveiller, Alexander Knohl, Lukas H\"{o}rtnagl, Russell L Scott, Weijie Zhang, Zayd Mahmoud Hamdi, Markus Reichstein, Sergio Aranda-Barranco, Jonas Ard\"{o}, Maarten Op de Beeck, Dave Billdesbach, David Bowling, Rosvel Bracho, Christian Br\"{u}mmer, Gustau Camps-Valls, Shiping Chen, Jamie Rose Cleverly, Ankur Desai, Gang Dong, Tarek S El-Madany, Eugenie Susanne Euskirchen, Iris Feigenwinter, Marta Galvagno, Giacomo Gerosa, Bert Gielen, Ignacio Goded, Sarah Goslee, Christopher Michael Gough, Bernard Heinesch, Kazuhito Ichii, Marcin Antoni Jackowicz-Korczynski, Anne Klosterhalfen, Sara Knox, Hideki Kobayashi, Kukka-Maaria Kohonen, Mika Korkiakoski, Ivan Mammarella, Gharun Mana, Riccardo Marzuoli, Roser Matamala, Stefan Metzger, Leonardo Montagnani, Giacomo Nicolini, Thomas O'Halloran, Jean-Marc Ourcival, Matthias Peichl, Elise Pendall, Borja Ruiz Reverter, Marilyn Roland, Simone Sabbatini, Torsten Sachs, Marius Schmidt, Christopher R Schwalm, Ankit Shekhar, Richard Silberstein, Maria Lucia Silveira, Donatella Spano, Torbern Tagesson, Gianluca Tramontana, Carlo Trotta, Fabio Turco, Timo Vesala, Caroline Vincke, Domenico Vitale, Enrique R Vivoni, Yi Wang, William Woodgate, Enrico A Yepez, Junhui Zhang, Donatella Zona, Martin Jung},
	year         = {Submitted},
	journal      = {EGUsphere},
	publisher    = {Copernicus Publications G{\"o}ttingen, Germany},
	volume       = 2024,
	pages        = {1--51},
	project      = {usmile},
}
@article{rajadel2024within,
  title={Within-season crop monitoring at continental scale utilizing new gap-filled Landsat temporal series},
  author={Rajadel-Lambistos, C and Izquierdo-Verdiguier, E and Moreno-Mart{\'\i}nez, A and Maneta, MP and Begueria, S and Kimball, JS and Clinton, N and Atzberger, C and Camps-Valls, G and Running, SW},
  journal={International Journal of Digital Earth},
  volume={17},
  number={1},
  pages={2359577},
  year={2024},
  publisher={Taylor \& Francis}
}
@article{aybar2024comprehensive,
  title={A Comprehensive Benchmark for Optical Remote Sensing Image Super-Resolution},
  author={Aybar, Cesar and Montero, David and Donike, Simon and Kalaitzis, Freddie and G{\'o}mez-Chova, Luis},
  journal={IEEE Geoscience and Remote Sensing Letters},
  year={2024},
  publisher={IEEE}
}
@article{reichstein2024early,
  title={Early warning of complex climate risk with integrated artificial intelligence},
  author={Reichstein, Markus and Frank, Dorothea and Benson, Vitus and Camps-Valls, Gustau and Denzler, Joachim and Kornhuber, Kai and Schoelkopf, Bernhard and Vinuesa, Ricardo and Han, Boran and Fearnley, Carina and others},
  project = {usmile},
  pdf = {https://www.researchsquare.com/article/rs-4248340/v1},
  doi = {https://doi.org/10.21203/rs.3.rs-4248340/v1},
  year={Submitted}
}
@article{camps24dagsthul,
  title={Causality is all you need},
  author={Camps-Valls, Gustau},
  journal={Space and Artificial Intelligence},
  year = {2024},
  journal      = {Dagstuhl Reports},
  publisher    = {Schloss Dagstuhl--Leibniz-Zentrum fuer Informatik},
  address      = {Dagstuhl, Germany},
  volume       = {},
  number       = {},
  pages        = {86},
  doi          = {https://doi.org/10.4230/DagRep.13.11.72},
  issn         = {},
  editor       = {Saso Dzeroski, Holger H. Hoos, Bertrand Le Saux, Leendert van der Torre, and Ana Kostovska},
  pdf = {https://drops.dagstuhl.de/storage/04dagstuhl-reports/volume13/issue11/23461/DagRep.13.11.72/DagRep.13.11.72.pdf},
}
@article{Eyring24usmile,
  title={AI-empowered Next-generation Multiscale Climate Modeling for Mitigation and Adaptation},
  author={Veronika Eyring, Pierre Gentine, Gustau Camps-Valls, David M. Lawrence and Markus Reichstein},
  project = {usmile},
  journal = {Nature Geoscience},
  year={2024}
}
@article{Hazeleger2023Humans,
  title     = {Humans and Digital Twins of the Earth},
  author    = {W. Hazeleger and F. P. Pijpers and B. Stevens and V{\'i}tor V. Vasconcelos and Michael Lees and Fernando Iglesias-Suarez and Femke C. Vossepoel and Catrin Finkenauer and Veronika Eyring and Arthur Grundner and David M. Hall and Gustau Camps-Valls and Mark M. Dekker and Tilo Hartmann and Stephan Hachinger and Peter Bauer and Tobias K{\"o}lling and Edward R. Jones and Anna-Kati Pahker and Rob V. van Nieuwpoort and Andra Siibak},
  journal   = {Nature Communications Earth & Environment},
  project = {usmile},
  year      = {2024},
}
@article{Tuia23perspective,
	title        = {Artificial intelligence to advance Earth observation},
	author       = {Devis Tuia and Konrad Schindler and Beg\"{u}m Demir and Gustau Camps-Valls and Xiao Xiang Zhu and Mrinalini Kochupillai and Sa\v{s}o D\v{z}eroski and Jan N. van Rijn and Holger H. Hoos and Fabio Del Frate and Mihai Datcu and Jorge-Arnulfo Quian\'{e}-Ruiz and Volker Markl and Bertrand Le Saux and Rochelle Schneider},
	year         = {2024},
	journal      = {IEEE Geoscience and Remote Sensing Magazine},
	arxiv        = {https://arxiv.org/abs/2305.08413},
}
@article{Cohrs23dml,
	title        = {Causal hybrid modeling with double machine learning - Applications in carbon flux modeling},
	author       = {Kai-Hendrik Cohrs, Gherardo Varando, Nuno Carvalhais, Markus Reichstein, Gustau Camps-Valls},
	year         = {2024},
	number       = {},
	volume       = {},
	journal      = {Machine Learning: Science and Technology},
	arxiv        = {https://arxiv.org/abs/2402.13332},
	project      = {usmile},
}
@article{yang2024global,
  title={Global patterns of tree wood density},
  author={Yang, Hui and Wang, Siyuan and Son, Rackhun and Lee, Hoontaek and Benson, Vitus and Zhang, Weijie and Zhang, Yahai and Zhang, Yuzhen and Kattge, Jens and Boenisch, Gerhard and others},
  journal={Global Change Biology},
  volume={30},
  number={3},
  pages={e17224},
  year={2024},
  publisher={Wiley Online Library}
}
@article{VARANDO2024111030,
	title        = {Pairwise causal discovery with support measure machines},
	author       = {Gherardo Varando and Salvador Catsis and Emiliano Diaz and Gustau Camps-Valls},
	year         = 2024,
	journal      = {Applied Soft Computing},
	volume       = 150,
	pages        = 111030,
	doi          = {https://doi.org/10.1016/j.asoc.2023.111030},
	issn         = {1568-4946},
	url          = {https://www.sciencedirect.com/science/article/pii/S1568494623010487},
	keywords     = {Pairwise causal discovery, Kernel methods, Kernel mean embedding, Support vector machine, Ensemble methods},
	project      = {usmile},
}
@article{van2024retrieval,
	title        = {{Retrieval of leaf-level fluorescence quantum efficiency and NPQ-related xanthophyll absorption through spectral unmixing strategies for future VIS-NIR imaging spectroscopy}},
	author       = {Van Wittenberghe, Shari and Amin, Eatidal and Pascual-Venteo, Ana Bel{\'e}n and P{\'e}rez-Suay, Adri{\'a}n and Tenjo, Carolina and Sabater, Neus and van der Tol, Christiaan and Drusch, Matthias and Moreno, Jos{\'e}},
	year         = 2024,
	journal      = {Remote Sensing of Environment},
	publisher    = {Elsevier},
	volume       = 300,
	pages        = 113879,
}
@article{CHAPARRO2024113993,
	title        = {Vegetation moisture estimation in the Western United States using radiometer-radar-lidar synergy},
	author       = {David Chaparro and Thomas Jagdhuber and Mar\'{\i}a Piles and Fran\c{c}ois Jonard and Anke Fluhrer and Merc\`{e} Vall-llossera and Adriano Camps and Carlos L\'{o}pez-Mart\'{\i}nez and Roberto Fern\'{a}ndez-Mor\'{a}n and Martin Baur and Andrew F. Feldman and Anita Fink and Dara Entekhabi},
	year         = 2024,
	journal      = {Remote Sensing of Environment},
	volume       = 303,
	pages        = 113993,
	doi          = {https://doi.org/10.1016/j.rse.2024.113993},
	issn         = {0034-4257},
	url          = {https://www.sciencedirect.com/science/article/pii/S003442572400004X},
	keywords     = {Live fuel moisture content (LFMC), Gravimetric vegetation moisture (m), Vegetation optical depth, SMAP, AMSR-2, Sentinel-1, GEDI},
	project      = {ai4cs,gva,prometeo},
}
@article{CHAPARRO2024113993,
	title        = {Vegetation moisture estimation in the Western United States using radiometer-radar-lidar synergy},
	author       = {David Chaparro and Thomas Jagdhuber and Mar\'{\i}a Piles and Fran\c{c}ois Jonard and Anke Fluhrer and Merc\`{e} Vall-llossera and Adriano Camps and Carlos L\'{o}pez-Mart\'{\i}nez and Roberto Fern\'{a}ndez-Mor\'{a}n and Martin Baur and Andrew F. Feldman and Anita Fink and Dara Entekhabi},
	year         = 2024,
	journal      = {Remote Sensing of Environment},
	volume       = 303,
	pages        = 113993,
	doi          = {https://doi.org/10.1016/j.rse.2024.113993},
	issn         = {0034-4257},
	url          = {https://www.sciencedirect.com/science/article/pii/S003442572400004X},
	keywords     = {Live fuel moisture content (LFMC), Gravimetric vegetation moisture (m), Vegetation optical depth, SMAP, AMSR-2, Sentinel-1, GEDI},
	project      = {ai4cs,gva,prometeo},
}

@article{Anand24,
	title        = {Identifying compound weather drivers of forest mortality with generative deep learning},
	author       = {Anand, M. and Bohn, F.J. and Camps-Valls, G. and Fischer, R. and Huth, A. and Sweet, L-B. and Zscheischler, J.},
	year         = 2024,
	month        = feb,
	journal      = {Environmental Data Science},
	volume       = 3,
	doi          = {https://doi.org/10.1017/eds.2024.2},
	project      = {usmile,xaida},
}

% Update In preparation
@article{Vicent24symbo,
	title        = {Symbolic Regression for Physics-aware Emulation},
	author       = {Jorge Vicent AND Gherardo Varando AND Gustau~Camps-Valls},
	year         = {In preparation},
	journal      = {},
	publisher    = {},
	pages        = {},
	arxiv        = {},
	project      = {imiracli,usmile},
}
@article{Fernandez224gf,
	title        = {Unsupervised Spatio-Temporal Drought Monitoring with Gaussianization Flows},
	author       = {Miguel-Ãngel FernÃ¡ndez-Torres, Maria Piles, Gustau Camps-Valls},
	year         = {In preparation},
	journal      = {},
	publisher    = {},
	pages        = {},
	arxiv        = {},
	project      = {xaida},
}
@article{Varando24gpca,
	title        = {Extracting ENSO Teleconnections in Africa with Granger Causal PCA},
	author       = {Gherardo Varando AND Maria Piles AND Homer Durand AND Jordi Mu{\~n}oz-Mar{\'\i} AND Gustau Camps-Valls},
	year         = {In preparation},
	journal      = {},
	publisher    = {},
	pages        = {},
	arxiv        = {},
	project      = {usmile,ai4pex},
}
@article{Williams24persist,
	title        = {Forest Carbon Dynamics Lose Persistence Under Extremes},
	author       = {Williams, T.K.E. and Mahecha, M.D. and Francesco Martinuzzi, F. and Camps-Valls, G.},
	year         = {Submitted},
	journal      = {},
	publisher    = {},
	pages        = {},
	arxiv        = {},
	project      = {},
}
@article{Zhang24uncertain,
	title        = {Calibration and Uncertainty Quantification for Deep Learning-based Drought Detection},
	author       = {Zhang, M and Fernandez-Torres, M.A. and Cohrs, K-H. and Camps-Valls, G.},
	year         = {Submitted},
	journal      = {},
	publisher    = {},
	pages        = {},
	arxiv        = {},
	project      = {},
}
@article{ji2023deepextremecubes,
  title={DeepExtremeCubes: Earth system spatio-temporal data for assessing compound heatwave and drought impacts},
  author={Ji, Chaonan and Fincke, Tonio and Benson, Vitus and Camps-Valls, Gustau and Fern{\'a}ndez-Torres, Miguel-{\'A}ngel and Gans, Fabian and Kraemer, Guido and Martinuzzi, Francesco and Montero, David and Mora, Karin and Pellicer-Valero, Oscar and Robin, Claire and S{\"o}chting, Maximilian and Weynants, Melanie and Mahecha, Miguel},
  journal={Scientific Data},  
  volume={X}, 
  pages={XX--XX}, 
  year={2024}, 
  publisher={Nature Portfolio}, 
  doi={10.1038/sdata.2023.XXXX},
  project = {deepextremes,xaida},  
}
@article{Oscar24deepextremes,
  title={Explainable Artificial Intelligence for Highly-Dimensional Earth Surface Forecasting},
  author={Oscar J. Pellicer-Valero AND Miguel-Angel Fernandez-Torres AND and Gustau Camps-Valls},
  project = {deepextremes,xaida},
  doi = {},
  year={In preparation}
}

% Update 2016

@article{Camps2016icm,
	title        = {From field experiments to salinity products: a tribute to the contributions of Jordi Font to the SMOS mission},
	author       = {Camps, Adriano},
	year         = 2016,
	publisher    = {Consejo Superior de Investigaciones Cient{\'{\i}}ficas (Espa\~{n}a)},
	url          = {http://digital.csic.es/handle/10261/138206},
	uri          = {http://hdl.handle.net/10261/138206},
	title-alternative = {De campa\~{n}as de medidas a productos de salinidad: un tributo a las contribuciones de Jordi Font a la mision SMOS},
}
@article{Turiel2016icm,
	title        = {2000 days of SMOS at the Barcelona Expert Centre: a tribute to the work of Jordi Font},
	author       = {Turiel, Antonio},
	year         = 2016,
	url          = {http://digital.csic.es/handle/10261/138246},
	uri          = {http://hdl.handle.net/10261/138246},
	title-alternative = {2000 d{\'{\i}}as de SMOS en el Barcelona Expert Centre: homenaje a la labor de Jordi Font},
}

@article{Gonzalez24emulation,
	title        = {Emulation of Forward Modelled Top-Of-Atmosphere MODIS-based Spectral Channels using Machine Learning},
	author       = {Gonzalez, J. and Sudhakar Dipu, S. and Sourdeval, O. and Simeon, A. and Camps-Valls, G. and Quaas, J.},
	year         = {2024},
	journal      = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},
	publisher    = {},
	pages        = {},
	arxiv        = {},
	project      = {imiracli},
}
@article{Pelucchi24inn,
	title        = {Invertible Neural Networks for Aerosol Optical Depth Retrievals},
	author       = {Pelucchi, P. and Vicent, J. and Camps-Valls, G.},
	year         = {Submitted},
	journal      = {},
	publisher    = {},
	pages        = {},
	arxiv        = {},
	project      = {imiracli},
}