text:
%%%% 2021

@InProceedings{Camps-Valls21DeepCube,
      title={{DeepCube: Explainable AI Pipelines for Big Copernicus data}},
      author={Ioannis Papoutsis and Alkyoni Baglatzi and Souzana Touloumtzi and Markus Reichstein and Nuno Carvalhais and Fabian Gans and Gustau Camps-Valls and Maria Piles and Theofilos Kakantousis and Jim Dowling and Manolis Koubarakis and Dimitris Bilidas and Despina-Athanasia Pantazi and George Stamoulis and Christophe Demange and Leo-Gad Journel and Marco Bianchi and Chiara Gervasi and Alessio Rucci and Ioannis Tsampoulatidis and Eleni Kamateri and Tarek Habib and Alejandro Díaz Bolívar and Zisoula Ntasiou and Anastasios Paschalis},
Booktitle                = {BiDS Big Data from Space},
Address                  = {Online Everywhere, https://www.bigdatafromspace2021.org/},
month = {May},
      year={2021},
      url={http://cgi.di.uoa.gr/~koubarak/publications/2021/BIDS21_paper54.pdf},
}

@inproceedings{Piles21egu,
title={Synergistic use of SMOS and Sentinel-3 for retrieving spatiotemporally estimates of surface soil moisture and evaporative fraction}, author={Maria Piles and Miriam Pablos Hernández and Mercè Vall-llossera and Gerard Portal and Ionut Sandric and George P. Petropoulos and Dionisis Hristopulos}, doi={https://doi.org/10.5194/egusphere-egu21-16478},
url={https://meetingorganizer.copernicus.org/EGU21/EGU21-16478.html},
Booktitle = {EGU General Assembly, Geophysical Research Abstracts}, Editor = {EGU General Assembly 2021}, Address = {Online, 19-30 April 2021}, Organization = {EGU}, Volume = {Vol. 21}, year={2021} }

@inproceedings{Johnson21egu,
title={Gaussianization for Multivariate, High-dimensional Earth Observation data Analysis}, author={J. Emmanuel Johnson and Maria Piles and Valero Laparra and Gustau Camps-Valls}, doi={10.5194/egusphere-egu21-14519},
url={http://doi.org/10.5194/egusphere-egu21-14519},
Booktitle = {EGU General Assembly, Geophysical Research Abstracts}, Editor = {EGU General Assembly 2021}, Address = {Online, 19-30 April 2021}, Organization = {EGU}, project = {USMILE}, Volume = {Vol. 23}, year={2021} }

@inproceedings{Camps-Valls21egu_kndvi,
title={Generalization of Vegetation Indices for Monitoring the Terrestrial Biosphere}, author={Gustau Camps-Valls and Manuel Campos-Taberner and Álvaro Moreno-Martínez and Sophia Walther and Grègory Duveiller and Alessandro Cescatti and Miguel Mahecha and Jordi Muñoz-Marí and Francisco Javier García-Haro and Luis Guanter and John Gamon and Martin Jung and Markus Reichstein and Steven W. Running}, doi={10.5194/egusphere-egu21-14263},
url={http://doi.org/10.5194/egusphere-egu21-14263},
Booktitle = {EGU General Assembly, Geophysical Research Abstracts}, Editor = {EGU General Assembly 2021}, Address = {Online, 19-30 April 2021}, Organization = {EGU}, project = {USMILE}, Volume = {Vol. 23}, year={2021} }

@inproceedings{Fernandez21egu,
title={Spatio-Temporal Gaussianization Flows for Extreme Event Detection}, author={Miguel-Ángel Fernández-Torres and J. Emmanuel Johnson and Maria Piles and Gustau Camps-Valls}, doi={10.5194/egusphere-egu21-15729},
url={http://doi.org/10.5194/egusphere-egu21-15729},
Booktitle = {EGU General Assembly, Geophysical Research Abstracts}, Editor = {EGU General Assembly 2021}, Address = {Online, 19-30 April 2021}, Organization = {EGU}, project = {USMILE}, Volume = {Vol. 23}, year={2021} }

@inproceedings{Piles21egu,
title={The {CIMR} mission and its unique capabilities for soil moisture sensing}, author={Maria Piles and Roberto Fernández-Moran and Luis Gómez-Chova and Gustau Camps-Valls and Dara Entekhabi and Martin Baur and Thomas Jagdhuber and Jean-Pierre Wigneron and Catherine Prigent and Craig Donlon}, doi={10.5194/egusphere-egu21-9484},
url={http://doi.org/10.5194/egusphere-egu21-9484},
Booktitle = {EGU General Assembly, Geophysical Research Abstracts}, Editor = {EGU General Assembly 2021}, Address = {Online, 19-30 April 2021}, Organization = {EGU}, project = {USMILE}, Volume = {Vol. 23}, year={2021} }

@inproceedings{Moreno21egu,
title={Upscaling plant traits to ecosystem level: blending local biodiversity, global traits databases, and remote sensing data}, author={Álvaro Moreno-Martínez and Jose E. Adsuara and Jordi Muñoz-Marí and Emma Izquierdo-Verdiguier and Jens Katge and Nuno Carvalhais and Markus Reichstein and Steven W. Running and Gustau Camps-Valls}, doi={10.5194/egusphere-egu21-15835},
url={http://doi.org/10.5194/egusphere-egu21-15835},
Booktitle = {EGU General Assembly, Geophysical Research Abstracts}, Editor = {EGU General Assembly 2021}, Address = {Online, 19-30 April 2021}, Organization = {EGU}, project = {USMILE}, Volume = {Vol. 23}, year={2021} }

@inproceedings{Martinez21egu,
title={Epistemic and aleatoric uncertainty maps in high resolution biophysical parameter retrieval}, author={Laura Martínez-Ferrer, Álvaro Moreno-Martínez, Jordi Muñoz-Marí, Emma Izquierdo-Verdiguier, Manuel Campos-Taberner, Javier García-Haro, Marco Maneta, Nathaniel Robinson, Nicholas Clinton, John Kimball, Steven W. Running, and Gustau Camps-Valls}, doi={10.5194/egusphere-egu21-15196},
url={https://doi.org/10.5194/egusphere-egu21-15196},
Booktitle = {EGU General Assembly, Geophysical Research Abstracts}, Editor = {EGU General Assembly 2021}, Address = {Online, 19-30 April 2021}, Organization = {EGU}, project = {USMILE}, Volume = {Vol. 23}, year={2021} }

@inproceedings{Vicent2021igarss_atmos,
   title = {Atmospheric Correction Of Satellite Data Based On Emulation Of Atmospheric Radiative Transfer Models},
   doi = {},
   booktitle = {{IGARSS} 2021 - 2021 {IEEE} {International} {Geoscience} and {Remote} {Sensing} {Symposium}},
   author = {Vicent, J. and Verrelst, J. and Rivera Caicedo, JP and Muñoz Marí, J and Camps Valls, G. and Berthelot, B.},
   month = {Jul},
   year = {2021},
   video = {},
   pdf = {},
   project = {USMILE},
   Address = {Brussels, Belgium}
   }

@inproceedings{Camps-Valls2021_paml,
   title = {Physics-Aware Machine Learning For Geosciences And Remote Sensing},
   doi = {},
   booktitle = {{IGARSS} 2021 - 2021 {IEEE} {International} {Geoscience} and {Remote} {Sensing} {Symposium}},
   author = {Camps-Valls, G. and Svendsen, DH and Cortés, J and Moreno-Martínez, A and Pérez-Suay, A and Adsuara, J and Martin, I and Piles, M and Muñoz-Marí, J and Luca Martino, L.},
   month = {Jul},
   year = {2021},
   video = {},
   pdf = {},
   project = {USMILE},
   Address = {Brussels, Belgium}
   }

@inproceedings{Camps-Valls2021_dlcities,
   title = {Deep Learning And Remote Sensing For Urban Sustainability},
   doi = {},
   booktitle = {{IGARSS} 2021 - 2021 {IEEE} {International} {Geoscience} and {Remote} {Sensing} {Symposium}},
   author = {Camps Valls, G},
   month = {Jul},
   year = {2021},
   video = {},
   pdf = {},
   project = {},
   Address = {Brussels, Belgium}
   }

@inproceedings{Piles21igarss,
   title = {Global Cropland Production Monitoring With Gaussian Processes},
   doi = {},
   booktitle = {{IGARSS} 2021 - 2021 {IEEE} {International} {Geoscience}
and {Remote} {Sensing} {Symposium}},
   author = {Piles, M. and Mateo-Sanchís, A. and Muñoz-Marí, J. and
Camps-Valls, G. and Waldner, F. and  Rembold, F. and Meroni, M.},
   month = {Jul},
   year = {2021},
   video = {},
   pdf = {},
   project = {USMILE},
   Address = {Brussels, Belgium}
   }

@inproceedings{Izquierdo21igarss,
   title = {Global Upscaling Of The {MODIS} Land Cover With Google Earth
Engineand Landsat Data},
   doi = {},
   booktitle = {{IGARSS} 2021 - 2021 {IEEE} {International} {Geoscience}
and {Remote} {Sensing} {Symposium}},
   author = {Izquierdo-Verdiguier, E and Moreno-Martínez, A and Adsuara,
J and Muñoz-Marí, J and Camps-Valls, G and Maneta, MP and Kimball, J and
Clinton, N and Running, SW},
   month = {Jul},
   year = {2021},
   video = {},
   pdf = {},
   project = {USMILE},
   Address = {Brussels, Belgium}
   }

@inproceedings{Fernandez2021igarss,
   title = {Towards A Better Understanding Of Effective Temperature
Modelling In The {SMOS-IC} Retrieval Algorithm},
   doi = {},
   booktitle = {{IGARSS} 2021 - 2021 {IEEE} {International} {Geoscience}
and {Remote} {Sensing} {Symposium}},
   author = {Fernández-Moran, R and Camps-Valls, G and Piles, M and
Jean-Pierre, W and Xiaojun, L and Mengjia, W and  Fan, L and Al-Yaari, A
and Gómez-Chova, L},
   month = {Jul},
   year = {2021},
   video = {},
   pdf = {},
   project = {},
   Address = {Brussels, Belgium}
   }

%%%% 2020

@InProceedings{johnson2020rotnet,
      title={{RotNet: Fast and Scalable Estimation of Stellar Rotation Periods Using Convolutional Neural Networks}},
      author={J. Emmanuel Johnson and Sairam Sundaresan and Tansu Daylan and Lisseth Gavilan and Daniel K. Giles and Stela Ishitani Silva and Anna Jungbluth and Brett Morris and Andrés Muñoz-Jaramillo},
Booktitle                = {NeurIPS Machine Learning and the Physical Sciences},
Address                  = {Online Everywhere, https://ml4physicalsciences.github.io/2020/},
month = {Dec},
      year={2020},
      arxiv={https://arxiv.org/abs/2012.01985},
}

@inproceedings{Garcia_pix2streams_2020,
title = {{Pix2Streams}: {Dynamic} {Hydrology} {Maps} from {Satellite}-{LiDAR} {Fusion}},
arxiv = {http://arxiv.org/abs/2011.07584},
Booktitle                = {NeurIPS AI for Earth Sciences},
author = {García, Dolores and Mateo-García, Gonzalo and Bernhardt, Hannes and Hagensieker, Ron and López-Francos, Ignacio G. and Stock, Jonathan and Schumann, Guy and Dobbs, Kevin and Kalaitzis, Alfredo},
month = {Dec},
year = {2020},
}

@InProceedings{Morata20neuripsEarth,
Title                    = {{Understanding Climate Impacts on Vegetation with  Gaussian Processes in Granger Causality}},
Author                   = {Morata, M. and Bueso, D. and Piles, M. and Camps-Valls, G.},
Booktitle                = {NeurIPS AI for Earth Sciences},
Year                     = {2020},
project 		 = {SEDAL,USMILE},
Address                  = {Online Everywhere, https://ai4earthscience.github.io/neurips-2020-workshop/},
month = {Dec},
      arxiv={https://arxiv.org/pdf/2012.03338.pdf},
}

@InProceedings{Tarraga20neuripsDevelopment,
Title                    = {{Learning drivers of climate-induced human migrations with Gaussian processes}},
Author                   = {Tárraga, J.M. and Piles, M. and Camps-Valls, G.},
Booktitle                = {NeurIPS ML for Development},
Year                     = {2020},
project 		 = {FBBVA,DEEPCUBE},
Address                  = {Online Everywhere, https://sites.google.com/view/ml4d},
arxiv={https://arxiv.org/abs/2011.08901},
month = {Dec},
}

@InProceedings{Rajadel20agu,
Title                    = {{Early crop mapping at continental scales derived from reconstructed high spatial resolution images}},
Author                   = {Clara Rajadel, Emma Izquierdo, Álvaro Moreno, Clement Atzberger, Santiago Begueria, Marco P Maneta, John S Kimball, Gustau Camps-Valls and Steven W Running},
Booktitle                = {AGU Fall Meeting},
Year                     = {2020},
project = {LEAVES},
URL = {https://agu.confex.com/agu/fm20/prelim.cgi/Paper/722309},
Address                  = {Online Everywhere},
Month                    = {1-17 December 2020}
}

@InProceedings{Martinez20agu,
Title                    = {{High spatial resolution gap free biophysical variables for Earth Observation at continental scales with Google Earth Engine}},
Author                   = {Laura Martínez-Ferrer, Álvaro Moreno, Jordi Muñoz, Emma Izquierdo-Verdiguier, Manuel Campos-Taberner, Javier García Haro, J. Emmanuel Johnson, Marco P Maneta, Nathaniel Robinson, Nicholas Clinton, John Kimball, Steven W Running and Gustau Camps-Valls},
Booktitle                = {AGU Fall Meeting},
Year                     = {2020},
project = {USMILE,SEDAL},
URL = {https://agu.confex.com/agu/fm20/prelim.cgi/Paper/730371},
Address                  = {Online Everywhere},
Month                    = {1-17 December 2020}
}

@InProceedings{Eyring20agu,
Title                    = {{Machine Learning Based Process-oriented Earth System Model Evaluation}},
Author                   = {Veronika Eyring, Gustau Camps-Valls, Pierre Gentine, Markus Reichstein, Jakob Runge and Manuel Schlund},
Booktitle                = {AGU Fall Meeting},
Year                     = {2020},
project = {USMILE},
URL = {https://agu.confex.com/agu/fm20/prelim.cgi/Paper/719871},
Address                  = {Online Everywhere},
Month                    = {1-17 December 2020}
}

@InProceedings{Mateo20agu,
Title                    = {{Satellite and model-based data integration for crop yield estimation and interpretability in Europe}},
Author                   = {Anna Mateo-Sanchis, Maria Piles, Julia Amorós-López, Jordi Muñoz, Jose Adsuara, Álvaro Moreno and Gustau Camps-Valls},
Booktitle                = {AGU Fall Meeting},
Year                     = {2020},
URL = {https://agu.confex.com/agu/fm20/prelim.cgi/Paper/719677},
project = {SEDAL,LEAVES},
Address                  = {Online Everywhere},
Month                    = {1-17 December 2020}
}

@InProceedings{Johnson20agu,
Title                    = {{Gaussianization of Earth Observation data - Invertible Transformations for Multidimensional Data Analysis}},
Author                   = {J. Emmanuel Johnson, Maria Piles, Valero Laparra and Gustau Camps-Valls},
Booktitle                = {AGU Fall Meeting},
Year                     = {2020},
project = {SEDAL,USMILE},
URL = {https://agu.confex.com/agu/fm20/prelim.cgi/Paper/730739},
Address                  = {Online Everywhere},
Month                    = {1-17 December 2020}
}

@InProceedings{Cortes20agu,
Title                    = {{Physics-aware Nonlinear Modeling and Inference from Earth Data}},
Author                   = {Jordi Cortes-Andres, Adrián Pérez-Suay and Gustau Camps-Valls},
Booktitle                = {AGU Fall Meeting},
Year                     = {2020},
project = {SEDAL,USMILE},
URL = {https://agu.confex.com/agu/fm20/prelim.cgi/Paper/691597},
Address                  = {Online Everywhere},
Month                    = {1-17 December 2020}
}

@InProceedings{Bueso20agu,
Title                    = {{Quantifying the impact of 2015-2016 ENSO over global soil and vegetation water content by causality models}},
Author                   = {Diego Bueso, Maria Piles and Gustau Camps-Valls},
Booktitle                = {AGU Fall Meeting},
Year                     = {2020},
project = {SEDAL,USMILE,LEAVES},
URL = {https://agu.confex.com/agu/fm20/prelim.cgi/Paper/691707},
Address                  = {Online Everywhere},
Month                    = {1-17 December 2020}
}

@InProceedings{Nieves20agu,
Title                    = {{Strengthening our knowledge on regional sea level rise through proxy data and machine learning}},
Author                   = {Veronica Nieves, Cristina Radin and Gustau Camps-Valls},
Booktitle                = {AGU Fall Meeting},
Year                     = {2020},
project = {SEDAL,USMILE,LEAVES},
URL = {https://agu.confex.com/agu/fm20/prelim.cgi/Paper/694728},
Address                  = {Online Everywhere},
Month                    = {1-17 December 2020}
}

@InProceedings{Camps-Valls20phiweek,
Title                    = {{Living in the Physics and Machine Learning Interplay - An AI agenda with examples for the DTE}},
Author                   = {Gustau Camps-Valls},
Booktitle                = {The ESA Phi-week 2020},
Year                     = {2020},
video = {https://livestream.com/esa/phiweek2020/videos/211492628},
pdf = {http://isp.uv.es/slides/PHIWEEK20_PhysicsMLinterplay.pdf},
Address                  = {ESA-ESRIN, Italy},
project = {SEDAL},
Month                    = {28-30 September 2020.}
}

@inproceedings{Camps-Valls20physicsaware,
title = {Living in the Physics -- Machine Learning Interplay for Earth Observation},
doi = {},
booktitle = {AAAI Fall Series 2020 Symposium on Physics-guided AI for Accelerating Scientific Discovery},
author = {Camps-Valls, G. and Svendsen, D. H. and Cortes-Andres, J. and Moreno-Martínez, J. and Pérez-Suay, A. and Adsuara, J. and Martin, I. and Piles, M. and Muñoz-Marí, J. and Martino, L.},
month = {},
year = {2020},
note = {},
pages = {},
Address = {},
project = {SEDAL,KERMES},
}

@inproceedings{Runge2020pmlr,
title = {The Causality for Climate Competition},
doi = {},
booktitle = {JMLR: Workshop and Conference Proceedings. 2020 NeurIPS2019 Competition & Demonstration Track PMLR Post-proceedings},
author = {Jakob Runge, J. and Xavier-Andoni, T. and Bruhns, M. and Muñoz-Marí, J. and Camps-Valls, G.},
month = {},
year = {2020},
note = {},
pages = {},
Address = {},
pdf = {http://proceedings.mlr.press/v123/runge20a/runge20a.pdf},
project = {SEDAL},
}

@inproceedings{sauzede2020estimation,
  title={Estimation of Oceanic Particulate Organic Carbon with Machine Learning},
  author={Sauzède, R and Johnson, J Emmanuel and Claustre, H and Camps-Valls, G and Ruescas, AB},
  journal={ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences},
  volume={2},
month = {Jun},
  pages={949--956},
  year={2020},
  publisher={Copernicus GmbH},
Address = {Nice, France},
  project = {SEDAL},
}

@inproceedings{Taskin2020igarss_manifold,
title = {Manifold Learning With High Dimensional Model Representations},
doi = {},
booktitle = {{IGARSS} 2020 - 2020 {IEEE} {International} {Geoscience} and {Remote} {Sensing} {Symposium}},
author = {Taskin, G. and Camps-Valls, G.},
month = {Jul},
year = {2020},
note = {},
pages = {},
project = {SEDAL},
Address = {Waikoloa, Hawaii, USA}
}

@inproceedings{Camps-Valls2020igarss_hybridxai,
title = {Advancing Deep Learning For Earth Sciences: From Hybrid Modeling To Interpretability},
doi = {},
booktitle = {{IGARSS} 2020 - 2020 {IEEE} {International} {Geoscience} and {Remote} {Sensing} {Symposium}},
author = {Camps-Valls, G. and Reichstein, M. and Zhu, Z. and Tuia, D.},
month = {Jul},
year = {2020},
video = {http://isp.uv.es/videos/AdvancesDL-2020-07-09_11-38-45.mkv},
pdf = {http://isp.uv.es/slides/AdvancesDL.pdf},
project = {SEDAL},
Address = {Waikoloa, Hawaii, USA}
}

@inproceedings{Adsuara2020igarss_ode,
title = {Discovering Differential Equations from Earth Observation Data},
doi = {},
booktitle = {{IGARSS} 2020 - 2020 {IEEE} {International} {Geoscience} and {Remote} {Sensing} {Symposium}},
author = {Adsuara, J.E. and Pérez-Suay, A. and Moreno-Martínez, A. and Camps-Valls, G. and Kraemer, G. and Reichstein, M. and Mahecha, M.},
month = {Jul},
year = {2020},
note = {},
pages = {},
project = {SEDAL},
Address = {Waikoloa, Hawaii, USA}
}

@inproceedings{PerezSuay2020igarss_xai,
title = {Interpretability of Recurrent Neural Networks in Remote Sensing},
doi = {},
booktitle = {{IGARSS} 2020 - 2020 {IEEE} {International} {Geoscience} and {Remote} {Sensing} {Symposium}},
author = {Pérez-Suay, A. and Adsuara, J. E. and Piles, M. and Martínez-Ferrer, L. and Diaz, E. and Moreno-Martínez, A. and Camps-Valls, G.},
month = {Jul},
year = {2020},
note = {},
pages = {},
project = {SEDAL},
Address = {Waikoloa, Hawaii, USA}
}

@inproceedings{Moreno2020igarss_kf,
title = {{Down-Scaling MODIS Vegetation Products With Landsat Gap Filled Surface Reflectance In Google Earth Engine}},
doi = {},
booktitle = {{IGARSS} 2020 - 2020 {IEEE} {International} {Geoscience} and {Remote} {Sensing} {Symposium}},
author = {Moreno-Martínez, A. and Izquierdo-Verdiguier, E. and Camps-Valls, G. and Maneta, M. and Muñoz-Marí, J. and Robinson, N. and Adsuara, J.E. and Campos, M. and García-Haro, J. and Pérez, A. and Clinton, N. and Kimball, J. and Running, S.W.},
month = {Jul},
year = {2020},
note = {},
project = {SEDAL},
pages = {},
Address = {Waikoloa, Hawaii, USA}
}

@InProceedings{Martino20emulation,
Title                    = {{Adaptive sequential interpolator using active learning for efficient emulation of complex systems}},
Author                   = {Martino, L. and Svendsen, D.H. and Vicent, J. and Camps-Valls, G.},
Booktitle                = {45th IEEE International Conference on Acoustics, Speech, and Signal Processing (IEEE ICASSP)},
Year                     = {2020},
project = {SEDAL,KERMES},
Address                  = {4-8 May 2020, Barcelona},
url ={https://cmsworkshops.com/ICASSP2020/Papers/ViewPaper.asp?PaperNum=2478},
}

@InProceedings{Martino20lai,
Title                    = {{Particle group metropolis methods for tracking the leaf area index}},
Author                   = {Martino, L. and Elvira, V. and Camps-Valls, G.},
Booktitle                = {45th IEEE International Conference on Acoustics, Speech, and Signal Processing (IEEE ICASSP)},
project = {SEDAL,KERMES},
Year                     = {2020},
Address                  = {4-8 May 2020, Barcelona},
url = {https://cmsworkshops.com/ICASSP2020/Papers/ViewPaper.asp?PaperNum=4023},
}

@InProceedings{MartinezFerrer20EGU,
Title                    = {{Multisensor crop yield estimation with machine learning}},
Author                   = {Laura Martínez Ferrer, Maria Piles, and Gustau Camps-Valls},
Booktitle                = {EGU General Assembly, Geophysical Research Abstracts},
Year                     = {2020},
Editor                   = {EGU General Assembly 2020},
Address                  = {Vienna, Austria, 3-8 May 2020},
Organization             = {EGU},
project = {SEDAL,KERMES},
Volume                   = {Vol. 22},
pdf  ={https://presentations.copernicus.org/EGU2020/EGU2020-21329_presentation.pdf},
}

@InProceedings{Adsuara20EGU,
Title                    = {{Learning ordinary differential equations from remote sensing data}},
Author                   = {Jose E. Adsuara, Adrián Pérez-Suay, Álvaro Moreno-Martínez, Anna Mateo-Sanchis, Maria Piles, Guido Kraemer, Markus Reichstein, Miguel D. Mahecha, and Gustau Camps-Valls},
Booktitle                = {EGU General Assembly, Geophysical Research Abstracts},
Year                     = {2020},
Editor                   = {EGU General Assembly 2020},
Address                  = {Vienna, Austria, 3-8 May 2020},
Organization             = {EGU},
project = {SEDAL},
Volume                   = {Vol. 22},
pdf  ={https://presentations.copernicus.org/EGU2020/EGU2020-19620_presentation.pdf},
}

@InProceedings{Mateo20EGU,
Title                    = {{Learning main drivers of crop dynamics and production in Europe}},
Author                   = {Anna Mateo Sanchis et al.},
Booktitle                = {EGU General Assembly, Geophysical Research Abstracts},
Year                     = {2020},
Editor                   = {EGU General Assembly 2020},
Address                  = {Vienna, Austria, 3-8 May 2020},
project = {SEDAL,KERMES},
Organization             = {EGU},
Volume                   = {Vol. 22},
pdf  ={https://presentations.copernicus.org/EGU2020/EGU2020-21329_presentation.pdf},
}

@InProceedings{Bueso20EGU,
Title                    = {{Unraveling the time-scale teleconnections between soil moisture and vegetation}},
Author                   = {Diego Bueso, Maria Piles, and Gustau Camps-Valls},
Booktitle                = {EGU General Assembly, Geophysical Research Abstracts},
Year                     = {2020},
Editor                   = {EGU General Assembly 2020},
Address                  = {Vienna, Austria, 3-8 May 2020},
Organization             = {EGU},
project = {SEDAL,KERMES},
Volume                   = {Vol. 22},
pdf  ={https://presentations.copernicus.org/EGU2020/EGU2020-18028_presentation.pdf},
}

@InProceedings{Camps-Valls20EGU,
Title                    = {{Advances in Gaussian Processes for Earth Sciences: Physics-aware, interpretability and consistency}},
Author                   = { Gustau Camps-Valls, Daniel Svendsen, Luca Martino, Adrián Pérez-Suay, Maria Piles, and Jordi Muñoz-Marí},
Booktitle                = {EGU General Assembly, Geophysical Research Abstracts},
Year                     = {2020},
Editor                   = {EGU General Assembly 2020},
Organization             = {EGU},
project = {SEDAL,KERMES},
Address                  = {Vienna, Austria, 3-8 May 2020},
Volume                   = {Vol. 22},
pdf  ={https://presentations.copernicus.org/EGU2020/EGU2020-14677_presentation.pdf},
}

@InProceedings{Berger20EGU,
Title                    = {{Spectroscopic retrieval of above-ground crop nitrogen content with a hybrid machine learning regression method}},
Author                   = {Katja Berger, Gustau Camps-Valls, Jochem Verrelst, Jean-Baptiste Féret, Matthias Wocher, and Tobias Hank},
Booktitle                = {EGU General Assembly, Geophysical Research Abstracts},
Year                     = {2020},
Editor                   = {EGU General Assembly 2020},
Organization             = {EGU},
Address                  = {Vienna, Austria, 3-8 May 2020},
project = {SEDAL},
Volume                   = {Vol. 22},
}

@InProceedings{Schlund20EGU,
Title                    = {{Constraining uncertainty in projected gross primary production with machine learning}},
Author                   = {Manuel Schlund et al.},
Booktitle                = {EGU General Assembly, Geophysical Research Abstracts},
Year                     = {2020},
Editor                   = {EGU General Assembly 2020},
Organization             = {EGU},
Address                  = {Vienna, Austria, 3-8 May 2020},
project = {SEDAL, USMILE},
Volume                   = {Vol. 22},
}

@InProceedings{Izquierdo20EGU,
Title                    = {{Gross Primary Production and False Spring: a spatio-temporal analysis}},
Author                   = { Emma Izquierdo-Verdiguier, Raúl Zurita-Milla, Álvaro Moreno-Martínez, Gustau Camps-Valls, Anja Klisch, Clement Atzberger, and Steven W. Running},
Booktitle                = {EGU General Assembly, Geophysical Research Abstracts},
Year                     = {2020},
Editor                   = {EGU General Assembly 2020},
Organization             = {EGU},
Address                  = {Vienna, Austria, 3-8 May 2020},
project = {SEDAL},
Volume                   = {Vol. 22},
}

@InProceedings{Wolanin20EGU,
Title                    = {{Explainable deep learning to predict and understand crop yield estimates}},
Author                   = { Aleksandra Wolanin, Gonzalo Mateo-García, Gustau Camps-Valls, Luis Gómez-Chova, Michele Meroni, Gregory Duveiller, You Liangzhi, and Luis Guanter},
Booktitle                = {EGU General Assembly, Geophysical Research Abstracts},
Year                     = {2020},
Editor                   = {EGU General Assembly 2020},
Organization             = {EGU},
Address                  = {Vienna, Austria, 3-8 May 2020},
project = {SEDAL},
Volume                   = {Vol. 22},
pdf  ={https://presentations.copernicus.org/EGU2020/EGU2020-18163_presentation.pdf},
}

@InProceedings{Moreno20EGU,
Title                    = {{Down-scaling MODIS operational vegetation products with machine learning and fused gap-free high resolution reflectance data in Google Earth Engine}},
Author                   = {Álvaro Moreno Martínez et al.},
Booktitle                = {EGU General Assembly, Geophysical Research Abstracts},
Year                     = {2020},
Editor                   = {EGU General Assembly 2020},
Organization             = {EGU},
Address                  = {Vienna, Austria, 3-8 May 2020},
project = {SEDAL},
Volume                   = {Vol. 22},
pdf  ={https://presentations.copernicus.org/EGU2020/EGU2020-21329_presentation.pdf},
}

@InProceedings{Bao20EGU,
Title                    = {{Evaluating Light Use Efficiency Models and Parameter-upscaling Methods}},
Author                   = {Shanning Bao, Fabian Gans, Simon Besnard, Sujan Koirala, Álvaro Moreno, Sophia Walther, Ulrich Weber, Martin Jung, Miguel Mahecha, and Nuno Carvalhais},
Booktitle                = {EGU General Assembly, Geophysical Research Abstracts},
Year                     = {2020},
Editor                   = {EGU General Assembly 2020},
Organization             = {EGU},
Address                  = {Vienna, Austria, 3-8 May 2020},
project = {SEDAL},
Volume                   = {Vol. 22},
pdf  ={https://presentations.copernicus.org/EGU2020/EGU2020-21053_presentation.pdf},
}

@InProceedings{Bao20EGU,
Title                    = {{Analysis of water dynamics in the soil-plant-atmosphere continuum using a multi-sensor approach}},
Author                   = {David Chaparro, Thomas Jagdhuber, Dara Entekhabi, María Piles, Anke Fluhrer, Andrew Feldman, François Jonard, and Mercè Vall-llossera},
Booktitle                = {EGU General Assembly, Geophysical Research Abstracts},
Year                     = {2020},
Editor                   = {EGU General Assembly 2020},
Organization             = {EGU},
Address                  = {Vienna, Austria, 3-8 May 2020},
project = {SEDAL},
Volume                   = {Vol. 22},
pdf  ={https://presentations.copernicus.org/EGU2020/EGU2020-18686_presentation.pdf},
}

%%%% 2019

@InProceedings{Camps-Valls19agu,
Title                    = {{Inferring causal graphs from observational long-term carbon and water fluxes records}},
Author                   = {Gustau Camps-Valls, Emiliano Diaz, Jose Adsuara, Maria Piles, Álvaro Moreno, Pierre Gentine, Martin Jung, Markus Reichstein and Steven W Running},
Booktitle                = {AGU Fall Meeting},
Year                     = {2019},
project = {SEDAL},
Address                  = {San Francisco, USA},
Month                    = {9-13 December 2019.}
}

@InProceedings{Bueso19agu,
Title                    = {{Revisiting impacts of MJO on soil moisture: a causality perspective}},
Author                   = {Diego Bueso, Maria Piles, Gustau Camps-Valls},
Booktitle                = {AGU Fall Meeting},
Year                     = {2019},
project = {SEDAL},
Address                  = {San Francisco, USA},
Month                    = {9-13 December 2019.}
}

@InProceedings{Johnson19agu,
Title                    = {{Climate Model Intercomparison with Multivariate Information Theoretic Measures}},
Author                   = {J. Emmanuel Johnson, Valero Laparra, Peer Johannes Nowack, Jakob Runge, Gustau Camps-Valls},
Booktitle                = {AGU Fall Meeting},
Year                     = {2019},
project = {SEDAL},
Address                  = {San Francisco, USA},
Month                    = {9-13 December 2019.}
}

@InProceedings{Moreno19agu,
Title                    = {{New opportunities for developing high spatial resolution land products derived from gap free Landsat reflectance time series in Google Earth Engine}},
Author                   = {Álvaro Moreno, Emma Izquierdo, Marco P Maneta, Gustau Camps-Valls, Nathaniel Robinson, Jordi Muñoz, Nicholas Clinton, Fernando Sedano and Steven Running},
Booktitle                = {AGU Fall Meeting},
Year                     = {2019},
project = {SEDAL},
Address                  = {San Francisco, USA},
Month                    = {9-13 December 2019.}
}

@InProceedings{Bueso19ci,
Title                    = {Cross-Information Kernel Causality: Revisiting global teleconnections of ENSO over soil moisture and vegetation},
Author                   = {Diego Bueso, Maria Piles, Gustau Camps-Valls},
Year                     = {2019},
Booktitle                = {Climate Informatics 2019},
Address                  ={Paris, France},
project = {SEDAL,KERMES},
month                    = {2-4 October 2019},
}

@InProceedings{Johnson19ci,
Title                    = {Multivariate Gaussianization in Earth and Climate Sciences},
Author                   = {Juan E. Johnson, Maria Piles, Valero Laparra, Gustau Camps-Valls},
Year                     = {2019},
Booktitle                = {Climate Informatics 2019},
Address                  ={Paris, France},
project = {SEDAL},
month                    = {2-4 October 2019},
}

@InProceedings{Schlund19ci,
Title                    = {Reducing uncertainties in projected gross primary production using gradient boosted regression trees},
Author                   = {Manuel Schlund, Veronika Eyring, Gustau Camps-Valls, Pierre Friedlingstein, Pierre Gentine, Markus Reichstein},
Year                     = {2019},
Booktitle                = {Climate Informatics 2019},
project = {SEDAL,USMILE},
Address                  ={Paris, France},
month                    = {2-4 October 2019},
}

@InProceedings{Camps-Valls19phiweekPhysics,
Title                    = {{Physics-aware Machine Learning in Earth Observation}},
Author                   = {Gustau Camps-Valls, Daniel H. Svendsen, Adrián Pérez-Suay, Emiliano Diaz, Luca Martino, Zhu Li, Dino Sejdinovic},
Booktitle                = {The Phi-week - EO Open Science and Future EO},
Year                     = {2019},
Address                  = {ESA-ESRIN, Italy},
project = {SEDAL},
Month                    = {9-13 September 2019.}
}

@InProceedings{Camps-Valls19phiweekCausality,
Title                    = {{Inferring Causal Relations in Earth Observation: Methods, Applications and a Web-platform}},
Author                   = {Gustau Camps-Valls, Jordi Muñoz-Marí, Emiliano Diaz, Adrián Pérez-Suay, Álvaro Moreno, Dino Sejdinovic, Jakob Runge},
Booktitle                = {The Phi-week - EO Open Science and Future EO},
Year                     = {2019},
Address                  = {ESA-ESRIN, Italy},
project = {SEDAL},
Month                    = {9-13 September 2019.}
}

@inproceedings{mateo-Garcia_flood_2019,
title = {Flood {Detection} {On} {Low} {Cost} {Orbital} {Hardware}},
url = {http://arxiv.org/abs/1910.03019},
urldate = {2019-10-23},
booktitle = {Artificial {Intelligence} for {Humanitarian} {Assistance} and {Disaster} {Response} {Workshop}, 33rd {Conference} on {Neural} {Information} {Processing} {Systems} ({NeurIPS} 2019), {Vancouver}, {Canada}},
author = {Mateo-García, Gonzalo and Oprea, Silviu and Smith, Lewis and Veitch-Michaelis, Josh and Schumann, Guy and Gal, Yarin and Baydin, Atılım Güneş and Backes, Dietmar},
month = dec,
year = {2019},
note = {arXiv: 1910.03019},
}
@inproceedings{mateo-Garcia_domain_2019,
title = {Domain {Adaptation} of {Landsat}-8 and {Proba}-{V} {Data} {Using} {Generative} {Adversarial} {Networks} for {Cloud} {Detection}},
doi = {https://dx.doi.org/10.1109/IGARSS.2019.8899193},
booktitle = {{IGARSS} 2019 - 2019 {IEEE} {International} {Geoscience} and {Remote} {Sensing} {Symposium}},
author = {Mateo-García, Gonzalo and Laparra, Valero and Gómez-Chova, Luis},
month = jul,
year = {2019},
note = {ISSN: 2153-6996},
pages = {712--715},
}

@INPROCEEDINGS{8900244,
author={D. {Chaparro} and G. {Duveiller} and M. {Piles} and M. {Vall-llossera} and A. {Cescatti} and A. {Camps} and D. {Entekhabi}},
booktitle={IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium},
title={Mapping Carbon Stocks In Central And South America With Smap Vegetation Optical Depth},
year={2019},
volume={},
number={},
pages={5449-5452},
keywords={carbon;optical radar;remote sensing;remote sensing by laser beam;vegetation;vegetation mapping;mapping carbon stocks;South America;smap Vegetation Optical Depth;climate change mitigation;passive microwave remote sensing;deep canopy layers;Vegetation Optical Depth parameter;optical vegetation indices;airborne Lidar data;higher penetration capacity;airborne carbon maps;SMAP L-band VOD;Vegetation Index;carbon variability;resulting VOD-derived carbon estimates;size 9.0 km;Carbon;Vegetation mapping;L-band;Optical sensors;Forestry;Biomedical optical imaging;Carbon modelling;vegetation optical depth;tropical forests;L-band;climate change.},
doi={10.1109/IGARSS.2019.8900244},
ISSN={2153-6996},
month={July},}

@INPROCEEDINGS{8900273,
author={M. {Pablos} and M. {Vall-llossera} and M. {Piles} and A. {Camps} and C. {González-Haro} and A. {Turiel} and C. J. {Herbert} and D. {Chaparro} and G. {Portal}},
booktitle={IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium},
title={Influence of Quality Filtering Approaches in BEC SMOS L3 Soil Moisture Products},
year={2019},
volume={},
number={},
pages={6941-6944},
keywords={hydrological techniques;moisture;remote sensing;soil;binning approach;DQX-based L3 SM;BEC SMOS L3 SM products;Quality filtering approaches;BEC SMOS L3 Soil Moisture Products;Global Soil Moisture;Ocean Salinity Level 3 soil moisture products;SMOS Level 2 SM;SM retrievals;Data Quality Index;latest L2 release;DQX-based BEC;Soil moisture;Meteorology;Temperature measurement;Orbits;Filtering;Correlation;Extraterrestrial measurements;SMOS;soil moisture;DQX;chisquared},
doi={10.1109/IGARSS.2019.8900273},
ISSN={2153-6996},
month={July},}

@INPROCEEDINGS{8897823,
author={T. {Meyer} and T. {Jagdhuber} and M. {Piles} and A. {Fluhrer} and F. {Jonard}},
booktitle={IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium},
title={Estimation Of Volume Fraction And Gravimetric Moisture Of Winter Wheat Based On Microwave Attenuation: A Field Scale Study},
year={2019},
volume={},
number={},
pages={5453-5456},
keywords={crops;microwave measurement;moisture;soil;vegetation;vegetation mapping;wet biomass;winter wheat;ground-based L-band microwave measurements;entire growing cycle;situ measured vegetation characteristics;microwave attenuation;actual water status;plant water;water budget;vegetation volume fraction;volume percentage;solid plant material;gravimetric vegetation water content;Vegetation mapping;Microwave radiometry;Dielectrics;Needles;Microwave measurement;Attenuation;Dielectric measurement;gravimetric vegetation water content;vegetation volume fraction;vegetation optical depth;winter wheat;SMOS;SMAP;L-band},
doi={10.1109/IGARSS.2019.8897823},
ISSN={2153-6996},
month={July},}

@inproceedings{mateo-Garcia_convolutional_2019,
title = {Convolutional {Long} {Short}-{Term} {Memory} {Network} for {Multitemporal} {Cloud} {Detection} {Over} {Landmarks}},
doi = {https://dx.doi.org/10.1109/IGARSS.2019.8897832},
booktitle = {{IGARSS} 2019 - 2019 {IEEE} {International} {Geoscience} and {Remote} {Sensing} {Symposium}},
author = {Mateo-García, Gonzalo and Adsuara, Jose E. and Pérez-Suay, Adrián and Gómez-Chova, Luis},
month = jul,
year = {2019},
note = {ISSN: 2153-6996},
pages = {210--213},
}

@InProceedings{Camps-Valls19phiweekAnomaly,
Title                    = {{Hybrid Anomaly Detection to Extract Extreme Events}},
Author                   = {J. Emmanuel Johnson et al.},
Booktitle                = {The Phi-week - EO Open Science and Future EO},
Year                     = {2019},
Address                  = {ESA-ESRIN, Italy},
Month                    = {9-13 September 2019.}
}

@InProceedings{Verrelst19phiweekEmulation,
Title                    = {{Emulation for approximating radiative transfer modeling: computational efficiency and sensitivity analysis}},
Author                   = {Jochem Verrelst, Emmanuel Johnson, Pablo Morcillo, Jorge Vicent,  Laura Martínez Ferrer, Juan Pablo Rivera, Gustau Camps-Valls},
Booktitle                = {The Phi-week - EO Open Science and Future EO},
Year                     = {2019},
project = {SEDAL},
Address                  = {ESA-ESRIN, Italy},
Month                    = {9-13 September 2019.}
}

@InProceedings{Johnson19icml,
Title                    = {{Information Theory in Density Destructors}},
Author                   = {Johnson, E. and Laparra, V. and Santos, R. and Camps-Valls, G. and Malo, J},
Booktitle                = {International Conference on Machine Learning - Workshop Invertible Neural Nets and Normalising Flows (INNF)},
Year                     = {2019},
Editor                   = {ICML},
project = {SEDAL},
Organization             = {ICML},
arxiv = {https://arxiv.org/abs/2012.01012},
}

@InProceedings{Fan19EGU,
Title                    = {{Quantification of tropical carbon changes using SMOS-IC vegetation optical depth index during 2010-2017}},
Author                   = {Lei Fan, Jean-Pierre Wigneron, Philippe Ciais, Jérome Chave, Martin Brandt, Rasmus Fensholt, Sassan S Saatchi, Ana Bastos, Amen Al-Yaari, Koen Hufkens, Roberto Fernández Moran, Arnaud Mialon, Nemesio Jose Rodríguez-Fernández, Yann Kerr, Feng Tian, and Josep Peñuelas},
Booktitle                = {EGU General Assembly, Geophysical Research Abstracts},
Year                     = {2019},
Editor                   = {EGU General Assembly 2019},
Organization             = {EGU},
Volume                   = {Vol. 21}
}

@InProceedings{Mateo19CEBEIB,
Title                    = {Fusing optical and microwave data using distribution regression for crop yield estimation},
Author                   = {Mateo-Sanchis, A. et al.},
Booktitle                = {XVII Conferencia Española y VII Encuentro Iberoamericano de Biometría - CEB-EIB 2019},
Year                     = {2019},
Address                  = {19-21 June 2019, Valencia},
Organization             = {},
Volume                   = {}
}

@InProceedings{Moreno19CEBEIB,
Title                    = {Upscaling Plant Traits with Bayesian inference Approaches},
Author                   = {Moreno, A. et al.},
Booktitle                = {XVII Conferencia Española y VII Encuentro Iberoamericano de Biometría - CEB-EIB 2019},
Year                     = {2019},
Address                  = {19-21 June 2019, Valencia},
Organization             = {},
Volume                   = {}
}

@InProceedings{Piles19LP,
Title                    = {Learning New Ways to Predict Agricultural Drought from Optical and Microwave Satellites},
Author                   = {Piles, M. and Laparra, V. and Padrón, J. A. and Bueso, D. and Sánchez, N. and González-Zamora, Á. and Martínez-Fernández, J. and Camps-Valls G.},
Booktitle                = {Living Planet Symposium},
Year                     = {2019},
project = {SEDAL},
Address                  = {13-17 May 2019, Milano, Italy},
Organization             = {ESA},
Volume                   = {}
}

@InProceedings{Escorihuela19LP,
Title                    = {State of Art of Applications from Low Frequency Passive Microwave},
Author                   = {Maria Jose Escorihuela, Nemesio Rodríguez-Fernández, Jennifer Grant, Paolo Ferrazzoli, Thierry Pellarin, Ahmad Albitar, Thomas Kaminski, Maria Piles, Kimmo Rautiainen, Lars Kaleschke, Marion Leduc-Leballeur, Gishlain Picard, Giovanni Macelloni, Mike Schwank, Jacqueline Boutin, Patricia de Rosnay, Yann Kerr},
Booktitle                = {Living Planet Symposium},
Year                     = {2019},
Address                  = {13-17 May 2019, Milano, Italy},
Organization             = {ESA},
Volume                   = {}
}

@InProceedings{Mateo19LP,
Title                    = {Statistical learning methods and optical/microwave fusion of time series for crop yield prediction},
Author                   = {Mateo-Sanchis, A. and Piles, M. and Muñoz-Marí, J. and Chaparro, D. and Adsuara, J. and Pérez-Suay, A. and Camps-Valls G.},
project = {SEDAL},
Booktitle                = {Living Planet Symposium},
Year                     = {2019},
Address                  = {13-17 May 2019, Milano, Italy},
Organization             = {ESA},
Volume                   = {}
}

@InProceedings{Moreno19LP,
Title                    = {{Gap filling Sentinel 2 observations in Google Earth Engine: a synergistic Landsat and MODIS Bayesian blending approach}},
Author                   = {Moreno Martínez, Á. and Izquierdo Verdiguier, E. and Camps-Valls, G. and Robinson, N. and Martino, L. and Maneta M. P. and Allred, B. and Running, S. W.},
project = {SEDAL},
Booktitle                = {Living Planet Symposium},
Year                     = {2019},
Address                  = {13-17 May 2019, Milano, Italy},
Organization             = {ESA},
Volume                   = {}
}

@InProceedings{Bueso19LP,
Title                    = {{Revisiting global teleconnection patterns of ENSO over soils and vegetation}},
Author                   = {Bueso, D. and Piles, M. and Fernández-Moran, and Camps-Valls, G. },
Booktitle                = {Living Planet Symposium},
Year                     = {2019},
Address                  = {13-17 May 2019, Milano, Italy},
Organization             = {ESA},
project = {SEDAL},
Volume                   = {}
}

@InProceedings{Walther19LP,
Title                    = {{Remote sensing to track a bipolar response of forests and grasses to variations in soil water content}},
Author                   = {Walther, S. and Duveiller, G. and Jung, M. and  Guanter, L. and Cescatti, A. and Camps-Valls, G.},
Booktitle                = {Living Planet Symposium},
Year                     = {2019},
Address                  = {13-17 May 2019, Milano, Italy},
project = {SEDAL},
Organization             = {ESA},
Volume                   = {}
}

@InProceedings{Wolanin19LP,
Title                    = {{Crop Yield Prediction With Convolutional Neural Networks on Remote Sensing and Meteorological Data}},
Author                   = {Wolanin, A. and Guanter, L. and Camps-Valls, G. },
Booktitle                = {Living Planet Symposium},
Year                     = {2019},
Address                  = {13-17 May 2019, Milano, Italy},
project = {SEDAL},
Organization             = {ESA},
Volume                   = {}
}

%%%%%%  EGU

@InProceedings{Walther19EGU,
Title                    = {Remote sensing to track differential responses of forests and grasses to variations in soil water content},
Author                   = {Sophia Walther, Gregory Duveiller, Martin Jung, Luis Guanter, Alessandro Cescatti, and Gustau Camps-Valls},
Booktitle                = {EGU General Assembly, Geophysical Research Abstracts},
Year                     = {2019},
project = {SEDAL},
Editor                   = {EGU General Assembly 2019},
Organization             = {EGU},
Volume                   = {Vol. 21}
}
@InProceedings{Camps-Valls19EGU,
Title                    = {Learning nonlinear feature representations from spatio-temporal Earth observation data},
Author                   = {Gustau Camps-Valls, Diego Bueso, and Maria Piles},
Booktitle                = {EGU General Assembly, Geophysical Research Abstracts},
project = {SEDAL},
Year                     = {2019},
Editor                   = {EGU General Assembly 2019},
Organization             = {EGU},
Volume                   = {Vol. 21}
}
@InProceedings{Mateo19EGU,
Title                    = {Multisensor distribution regression for crop yield estimation},
Author                   = {Anna Mateo Sanchis, Jose Adsuara, Maria Piles, Adrián Pérez-Suay, Jordi Muñoz-Marí, and Gustau Camps-Valls},
project = {SEDAL},
Booktitle                = {EGU General Assembly, Geophysical Research Abstracts},
Year                     = {2019},
Editor                   = {EGU General Assembly 2019},
Organization             = {EGU},
Volume                   = {Vol. 21}
}

@InProceedings{DiazSalas19EGU,
Title                    = {Causal inference in Geosciences with multidimensional kernel deviance measures},
Author                   = {Emiliano Diaz Salas Porras, Adrián Pérez Suay, Valero Laparra, and Gustau Camps-Valls},
Booktitle                = {EGU General Assembly, Geophysical Research Abstracts},
Year                     = {2019},
project = {SEDAL,KERMES},
Editor                   = {EGU General Assembly 2019},
Organization             = {EGU},
Volume                   = {Vol. 21}
}

@InProceedings{Wolanin19EGU,
Title                    = {Extracting important features for crop yield prediction with convolutional neural networks on remote sensing and meteorological data},
Author                   = {Aleksandra Wolanin, Luis Guanter, Gustau Camps-Valls, and Grégory Duveiller},
project = {SEDAL},
Booktitle                = {EGU General Assembly, Geophysical Research Abstracts},
Year                     = {2019},
Editor                   = {EGU General Assembly 2019},
Organization             = {EGU},
Volume                   = {Vol. 21}
}

@InProceedings{Moreno19EGU,
Title                    = {Convergent cross-mapping for causal Inference in carbon and water fluxes processes},
Author                   = {Álvaro Moreno Martínez, Emiliano Díaz, Adrián Pérez Suay, Jose Adsuara, Valero Laparra, María Piles, Jordi Muñoz Marí, Steven W Running, and Gustau Camps-Valls},
Booktitle                = {EGU General Assembly, Geophysical Research Abstracts},
Year                     = {2019},
project = {SEDAL},
Editor                   = {EGU General Assembly 2019},
Organization             = {EGU},
Volume                   = {Vol. 21}
}

@InProceedings{Teubner19EGU,
Title                    = {Using microwave vegetation optical depth for estimating gross primary production},
Author                   = {Irene Teubner, Matthias Forkel, Gustau Camps-Valls, Martin Jung, Diego Miralles, Gianluca Tramontana, Robin van der Schalie, Mariette Vreugdenhil, Leander Mösinger, and Wouter Dorigo},
Booktitle                = {EGU General Assembly, Geophysical Research Abstracts},
Year                     = {2019},
project = {SEDAL},
Editor                   = {EGU General Assembly 2019},
Organization             = {EGU},
Volume                   = {Vol. 21}
}

@InProceedings{Tramontana19EGU,
Title                    = {A machine learning based approach for estimating  gross carbon dioxide fluxes from eddy covariance net ecosystem exchange measurements},
Author                   = {Gianluca Tramontana, Martin Jung, Trevor Keenan, Mirco Migliavacca, Markus Reichstein, Jerome Ogee, Gustau Camps-Valls, and Dario Papale},
Booktitle                = {EGU General Assembly, Geophysical Research Abstracts},
project = {SEDAL},
Year                     = {2019},
Editor                   = {EGU General Assembly 2019},
Organization             = {EGU},
Volume                   = {Vol. 21}
}

%%%% 2018

@InProceedings{Bueso18med,
Title                    = {{Extraction of SMOS soil moisture and ocean salinity main features across the Mediterranean region over the last decade}},
Author                   = {Bueso Acevedo, D. and Piles, M. and Ballabrera-Poy, J. and Camps-Valls, G},
Booktitle                = {MED 2018},
Year                     = {2018},
project = {SEDAL},
Address                  = {ESA-ESRIN, Frascati (Rome), Italy},
Month                    = {11-12 December 2018.}
}

@InProceedings{Piles18CCI,
Title                    = {{Assessing memory effects in modeled and remotely sensed soil moisture products}},
Author                   = {M. Piles, W. Dorigo, R. van der Schalie, A. Gruber, J. Muñoz-Marí, G. Camps-Valls, R. de Jeu},
Booktitle                = {ESA CCI Soil Moisture Workshop},
Year                     = {2018},
project = {SEDAL},
Address                  = {Vienna, Austria},
Month                    = {15 November 2018.}
}

@InProceedings{Runge18agu,
Title                    = {{Causal discovery in Earth system science: State-of-the-art and a new Causality Challenge platform}},
Author                   = {Runge, J. and Muñoz-Marí, J. and Camps-Valls, G.},
Booktitle                = {AGU Fall Meeting},
Year                     = {2018},
project = {SEDAL},
Address                  = {Washington, USA},
Month                    = {10-14 December 2018.}
}

@InProceedings{Moreno18agu,
Title                    = {{Gap fillingof Landsat reflectance time series using Google Earth Engine}},
Author                   = {Álvaro Moreno, Marco P Maneta, Gustau Camps-Valls, Luca Martino, Nathaniel Robinson, Brady W Allred and Steven W Running},
Booktitle                = {AGU Fall Meeting},
Year                     = {2018},
project = {SEDAL},
Address                  = {Washington, USA},
Month                    = {10-14 December 2018.}
}

@InProceedings{Camps-Valls18agu,
Title                    = {{Crop Yield Prediction with Nonlinear Distribution Regression}},
Author                   = {Gustau Camps-Valls, Jose Adsuara, Adrián Pérez-Suay
Jordi Muñoz-Marí, Anna Mateo-Sanchis, Maria Piles},
Booktitle                = {AGU Fall Meeting},
Year                     = {2018},
project = {SEDAL},
Address                  = {Washington, USA},
Month                    = {10-14 December 2018.}
}

@InProceedings{Gomez18phiweeDL,
Title                    = {{Transferring Knowledge between EO Satellite Missions: Proba-V Cloud Detection through Deep Learning}},
Author                   = {Luis Gómez-Chova, Gonzalo Mateo-García, Gustau Camps-Valls},
Booktitle                = {The Phi-week - EO Open Science and Future EO},
Year                     = {2018},
project = {SEDAL},
Address                  = {ESA-ESRIN, Italy},
Month                    = {12-16 November 2018.}
}

@InProceedings{Gomez18phiweeGEE,
Title                    = {{Exploiting Time on the Google Earth Engine: Cloud Detection of Landsat-8 Time Series}},
Author                   = {Luis Gómez-Chova, Gonzalo Mateo-García, Jordi Muñoz-Marí, Gustau Camps-Valls},
Booktitle                = {The Phi-week - EO Open Science and Future EO},
Year                     = {2018},
project = {SEDAL},
Address                  = {ESA-ESRIN, Italy},
Month                    = {12-16 November 2018}
}

@InProceedings{Ruescas18phiweekHyperlabelme,
Title                    = {{HyperLabelMe: Benchmarking Image Classifiers}},
Author                   = {Ana Ruescas, Jordi Muñoz-Marí, Luis Gómez-Chova, Gonzalo Mateo-García, Emma Izquiedo, Manuel Campos, Gustau Camps-Valls},
Booktitle                = {The Phi-week - EO Open Science and Future EO},
Year                     = {2018},
project = {SEDAL},
Address                  = {ESA-ESRIN, Italy},
Month                    = {12-16 November 2018}
}
@InProceedings{Camps18phiweekPhysics,
Title                    = {{Physics-aware And Explainable Machine Learning}},
Author                   = {Gustau Camps-Valls, Luis Gómez-Chova, Daniel Svendsen, Diego Bueso, Luca Martino, Adrián Pérez, Maria Piles,  Valero Laparra,  Ana Ruescas},
Booktitle                = {The Phi-week - EO Open Science and Future EO},
Year                     = {2018},
project = {SEDAL},
Address                  = {ESA-ESRIN, Italy},
Month                    = {12-16 November 2018}
}
@InProceedings{Camps18phiweekESDC,
Title                    = {{Statistical Distillation of the Earth System Data Cube}},
Author                   = {Gustau Camps-Valls, Juan Johnson, Valero Laparra, Diego Bueso, Gunnar Brandt, Norman Fomferra, Hans Permana and Miguel Mahecha},
Booktitle                = {The Phi-week - EO Open Science and FutureEO},
Year                     = {2018},
project = {SEDAL},
Address                  = {ESA-ESRIN, Italy},
Month                    = {12-16 November 2018}
}

@InProceedings{Moreno18icei,
Title                    = {{A general framework for global mapping of plant traits with operational satellites and climatological data}},
Author                   = {Álvaro Moreno Martínez, Gustau Camps-Valls, Jens Kattge, Nuno Carvalhais, Markus Reichstein, Emma Izquierdo, Daniel Heestermans Svendsen and Steven W Running},
Booktitle                = {10th International Conference on Ecological Informatics (ICEI)},
project = {SEDAL},
Year                     = {2018},
Address                  = {Jena, Germany},
Month                    = {24-28 September 2018}
}

@InProceedings{Izquierdo18icei,
Title                    = {{Gross Primary Production and spring onset linked by spatio-temporal data analysis}},
Author                   = {Emma Izquierdo-Verdiguier, Álvaro Moreno, Raul Zurita-Milla, Gustau Camps-Valls and Steve Running},
Booktitle                = {10th International Conference on Ecological Informatics (ICEI)},
Year                     = {2018},
project = {SEDAL},
Address                  = {Jena, Germany},
Month                    = {24-28 September 2018}
}

@InProceedings{Wigneron20181451,
author={Wigneron, J.-P. and Mialon, A. and De Lannoy, G. and Fernández-Moran, R. and Al-Yaari, A. and Ebrahimi, M. and Rodríguez-Fernández, N. and Kerr, Y. and Quets, J. and Pellarin, T. and Fan, L. and Tian, F. and Fensholt, R. and Brandt, M.},
title={SMOS-IC: Current status and overview of soil moisture and VOD applications},
journal={International Geoscience and Remote Sensing Symposium (IGARSS)},
year={2018},
volume={2018-July},
pages={1451-1454},
doi={10.1109/IGARSS.2018.8519382},
art_number={8519382},
note={3},
url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85045997450&doi=10.1109%2fIGARSS.2018.8519382&partnerID=40&md5=4fb293e8607d5ce817b6f394f8ca2fe4},
document_type={Conference Paper},
source={},
}

@InProceedings{Al-Yaari20171566,
author={Al-Yaari, A. and Fernández-Moran, R. and Wigneron, J.-P. and Mialon, A. and Mahmoodi, A. and Bitar, A.A. and Kerr, Y.},
title={First glance on a revised SMOS soil moisture retrieval algorithm: Evaluation with respect to ECMWF soil moisture simulations},
journal={International Geoscience and Remote Sensing Symposium (IGARSS)},
year={2017},
volume={2017-July},
pages={1566-1569},
doi={10.1109/IGARSS.2017.8127269},
art_number={8127269},
note={0},
url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85041829989&doi=10.1109%2fIGARSS.2017.8127269&partnerID=40&md5=bc1c15476440fd0f7084f3f8a335a2e6},
document_type={Conference Paper},
source={},
}

@InProceedings{Fernandez-Moran20171570,
author={Fernández-Moran, R. and Wigneron, J.-P. and De Lannoy, G. and López-Baeza, E. and Parrens, M. and Mialon, A. and Mahmoodi, A. and Al-Yaari, A. and Bircher, S. and Bitar, A.A. and Richaume, P. and Kerr, Y.},
title={SMOS-IC: A revised SMOS product based on a new effective scattering albedo and soil roughness parameterization},
journal={International Geoscience and Remote Sensing Symposium (IGARSS)},
year={2017},
volume={2017-July},
pages={1570-1573},
doi={10.1109/IGARSS.2017.8127270},
art_number={8127270},
note={0},
url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85041834169&doi=10.1109%2fIGARSS.2017.8127270&partnerID=40&md5=40d2dbe4ea5bcf46ad53de8b859d07b1},
document_type={Conference Paper},
source={},
}

@InProceedings{Kerr20175584,
author={Kerr, Y.H. and Wigneron, J.-P. and Mahmoodi, A. and Bitar, A.A. and Mialon, A. and Bircher, S. and Molero, B. and Richaume, P. and Cabot, F. and Rodríguez-Fernández, N. and Parrens, M. and Al-Yaari, A. and Fernández, R.},
title={SMOS and applications: First glance at synergistic and new results},
journal={International Geoscience and Remote Sensing Symposium (IGARSS)},
year={2017},
volume={2017-July},
pages={5584-5587},
doi={10.1109/IGARSS.2017.8128270},
art_number={8128270},
note={0},
url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85041854034&doi=10.1109%2fIGARSS.2017.8128270&partnerID=40&md5=290ca6efe5a803c022521e1376a60caa},
document_type={Conference Paper},
source={},
}

@InProceedings{Fernandez-Moran2016826,
author={Fernández-Moran, R. and Wigneron, J.-P. and De Lannoy, G. and López-Baeza, E. and Mialon, A. and Mahmoodi, A. and Parrens, M. and Al Bitar, A. and Richaume, P. and Kerr, Y.},
title={Calibrating the effective scattering albedo in the SMOS algorithm: Some first results},
journal={International Geoscience and Remote Sensing Symposium (IGARSS)},
year={2016},
volume={2016-November},
pages={826-829},
doi={10.1109/IGARSS.2016.7729209},
art_number={7729209},
note={2},
url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85007478590&doi=10.1109%2fIGARSS.2016.7729209&partnerID=40&md5=dcc3e0b86532a870ddba9a12608b86f4},
document_type={Conference Paper},
source={},
}

@InProceedings{Yin20163137,
author={Yin, C. and López-Baeza, E. and Martin-Neira, M. and Fernández Moran, R. and Peinado-Galan, N. and Navarro, E. and Egido, A. and Mollfulleda, A. and Li, W. and Cao, Y. and Zhu, B. and Yang, D.},
title={Intercomparison of soil moisture retrieved from GNSS-R and passive L-band radiometry at the Valencia Anchor Station},
journal={International Geoscience and Remote Sensing Symposium (IGARSS)},
year={2016},
volume={2016-November},
pages={3137-3139},
doi={10.1109/IGARSS.2016.7729811},
art_number={7729811},
note={0},
url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85007504324&doi=10.1109%2fIGARSS.2016.7729811&partnerID=40&md5=f15ee7638609983d1ae1495b14683997},
document_type={Conference Paper},
source={},
}

@InProceedings{Al-Yaari20152493,
author={Al-Yaari, A. and Wigneorn, J.P. and Ducharne, A. and Kerr, Y. and Fernández-Moran, R. and Parrens, M. and Bi-Tar, A.A. and Mialon, A. and Richaume, P.},
title={Evaluation of the most recent reprocessed SMOS soil moisture products: Comparison between SMOS level 3 V246 and V272},
journal={International Geoscience and Remote Sensing Symposium (IGARSS)},
year={2015},
volume={2015-November},
pages={2493-2496},
doi={10.1109/IGARSS.2015.7326316},
art_number={7326316},
note={3},
url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-84962516563&doi=10.1109%2fIGARSS.2015.7326316&partnerID=40&md5=e6de9ffb651bd8bbb1bab7c1f9f995a9},
document_type={Conference Paper},
source={},
}

@InProceedings{Fernandez-Moran20155182,
author={Fernández-Moran, R. and Wigneron, J.-P. and López-Baeza, E. and Al-Yaari, A. and Bircher, S. and Coll-Pajaron, A. and Mahmoodi, A. and Parrens, M. and Richaume, P. and Kerr, Y.},
title={Analyzing the impact of using the SRP (Simplified roughness parameterization) method on soil moisture retrieval over different regions of the globe},
journal={International Geoscience and Remote Sensing Symposium (IGARSS)},
year={2015},
volume={2015-November},
pages={5182-5185},
doi={10.1109/IGARSS.2015.7327001},
art_number={7327001},
note={2},
url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-84962577587&doi=10.1109%2fIGARSS.2015.7327001&partnerID=40&md5=d5c6bab90de3ebc6eb1a84436b3f07db},
document_type={Conference Paper},
source={},
}

@InProceedings{Fernandez-Moran20141947,
author={Fernández-Moran, R. and Wigneron, J.-P. and López-Baeza, E. and Salgado-Hernanz, P.M. and Mialon, A. and Miernecki, M. and Alyaari, A. and Parrens, M. and Schwank, M. and Wang, S. and Coll-Pajaron, A. and Lawrence, H. and Kerr, Y.H.},
title={Evaluating the impact of roughness in soil moisture and optical thickness retrievals over the VAS area},
journal={International Geoscience and Remote Sensing Symposium (IGARSS)},
year={2014},
pages={1947-1950},
doi={10.1109/IGARSS.2014.6946841},
art_number={6946841},
note={7},
url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-84911449299&doi=10.1109%2fIGARSS.2014.6946841&partnerID=40&md5=df75f6255d77f8127ea88544866fb2b1},
document_type={Conference Paper},
source={},
}

@InProceedings{Al-Yaari20142463,
author={Al-Yaari, A. and Wigneron, J-.P. and Ducharne, A. and Kerr, Y. and Wagner, W. and Reichle, R. and De Lannoy, G. and Bitar, A. and Dorigo, W. and Parrens, M. and Fernández, R. and Richaume, P. and Mialon, A.},
title={Compared performances of microwave passive soil moisture retrievals (SMOS) and active soil moisture retrievals (ASCAT) using land surface model estimates (MERRA-LAND)},
journal={International Geoscience and Remote Sensing Symposium (IGARSS)},
year={2014},
pages={2463-2466},
doi={10.1109/IGARSS.2014.6946971},
art_number={6946971},
note={1},
url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-84911380716&doi=10.1109%2fIGARSS.2014.6946971&partnerID=40&md5=5603eee3151a2611a51ee6600965e145},
document_type={Conference Paper},
source={},
}

@InProceedings{Wang20143311,
author={Wang, S. and Wigneron, J.-P. and Parrens, M. and Al-Yaari, A. and Fernández-Moran, R. and Jiang, L.-M. and Zeng, J.-Y. and Kerr, Y.},
title={Evaluating roughness effects on C-band AMSR-E observations},
journal={International Geoscience and Remote Sensing Symposium (IGARSS)},
year={2014},
pages={3311-3314},
doi={10.1109/IGARSS.2014.6947188},
art_number={6947188},
note={1},
url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-84911393114&doi=10.1109%2fIGARSS.2014.6947188&partnerID=40&md5=297fb9713b2bafd1ea58ebfdebfbeea4},
document_type={Conference Paper},
source={},
}

@InProceedings{Parrens20144675,
author={Parrens, M. and Wigneron, J.-P. and Richaume, P. and Kerr, Y. and Wang, S. and Alyaari, A. and Fernández-Moran, R. and Mialon, A. and Escorihuela, M.J. and Grant, J.-P.},
title={Global maps of roughness parameters from L-band SMOS observations},
journal={International Geoscience and Remote Sensing Symposium (IGARSS)},
year={2014},
pages={4675-4678},
doi={10.1109/IGARSS.2014.6947536},
art_number={6947536},
note={9},
url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-84911424004&doi=10.1109%2fIGARSS.2014.6947536&partnerID=40&md5=8dc7b0956c65ec00b57095b43d47705f},
document_type={Conference Paper},
source={},
}

@InProceedings{Camps-Valls18oxfordworkshop,
Title                    = {Machine Learning for Climate: 15 ways to leave your lover},
Author                   = {Gustau Camps-Valls},
Year                     = {2018},
Address                  = {Machine Learning and Climate Workshop 2018 - Oxford, UK},
month                    = {October, 31st - November 1st},
project = {SEDAL},
Url                      = {}
}

@InProceedings{Camps-Valls18ci,
Title                    = {Unsupervised Deep Feature Learning with Sparse Codes and Gaussianization},
Author                   = {Gustau Camps-Valls},
Year                     = {2018},
Address                  = {Climate Informatics 2018, NCAR, Boulder, US},
month                    = {September},
project = {SEDAL},
Url                      = {}
}

%%%

@InProceedings{Martino18SSP,
Title                    = {{Distributed Particle Metropolis-Hastings schemes}},
Author                   = {L. Martino and V. Elvira and G. Camps-Valls},
Booktitle                = {IEEE Statistical Signal Processing Workshop (SSP)},
Year                     = {2018},
Address                  = {Freiburg, Germany},
project = {SEDAL},
Month                    = {June 10-13}
}

@InProceedings{Baur18micro,
Title                    = {Estimation of Vegetation Loss Coefficients and Canopy Penetration Depths from Combination of Multi-Frequency Radiometer and Icesat Lidar Data },
Author                   = {Martin Baur and Thomas Jagdhuber and Moritz Link and María Piles and Dara Entekhabi},
Booktitle                = {15th Specialist Meeting on Microwave Radiometry and Remote Sensing of the Environment},
Year                     = {2018},
}

@InProceedings{Fink18micro,
Title                    = {Estimation of Gravimetric Moisture of Vegetation Using an Attenuation-Based Multi-Sensor Approach},
Author                   = {Anita Fink and Thomas Jagdhuber and María Piles and Jennifer Grant and Martin Baur and Moritz Link and Dara Entekhabi},
Booktitle                = {15th Specialist Meeting on Microwave Radiometry and Remote Sensing of the Environment},
Year                     = {2018},
}

@InProceedings{Rossato18,
Title                    = {Impact of Soil Moisture in Agriculture in the Brazilian Semiarid Using Water Balance and SMOS Satellite Data },
Author                   = {Luciana Rossato and Mercè Vall-llossera and Adriáno Camps and David Chaparro and María Piles and Jose Antonio Marengo and Alzira Gabrielle Soares Saraiva Souza},
Booktitle                = {15th Specialist Meeting on Microwave Radiometry and Remote Sensing of the Environment},
Year                     = {2018},
}

@InProceedings{Chaparro18Micro,
Title                    = {Biomass Estimates From L, C and X-Bands VOD Retrievals in South American Tropical Forests},
Author                   = {David Chaparro and Grégory Duveiller and Alessandro Cescatti and María Piles and Mercè Vall-llossera and Adriáno Camps},
Booktitle                = {15th Specialist Meeting on Microwave Radiometry and Remote Sensing of the Environment},
Year                     = {2018},
}

@InProceedings{Jagdhuber18,
Title                    = {Single-Pass Estimation of Vegetation Optical Depth and Effective Scattering Albedo Using Physics-Based Multi-Sensor Data Integration},
Author                   = {Thomas Jagdhuber and Martin Baur and Moritz Link andMaría Piles and Ruzbeh Akbar and Dara Entekhabi and Carsten Montzka and  Jaakko Seppaenen and Oleg Antropov and Jaan Praks},
Booktitle                = {15th Specialist Meeting on Microwave Radiometry and Remote Sensing of the Environment},
Year                     = {2018},
}

@InProceedings{Baur18,
Title                    = {Multi-Frequency Estimation Of Canopy Penetration Depths From SMAP/AMSR2 Radiometer And Icesat Lidar Data},
Author                   = {Martin Baur and Thomas Jagdhuber and Moritz Link and María Piles and Ruzbeh Akbar and Dara Entekhabi},
Booktitle                = {2018 IEEE International Geoscience and Remote Sensing
Symposium },
Year                     = {2018},

Address                  = {València, Spain},
Month                    = {July 23-28}
}

@InProceedings{Brockmann18,
Title                    = {Validation, satellite comparison and evolution of OLCI products for optically complex waters},
Author                   = {Carsten Brockmann and Ana Ruescas and Kerstin Stelzer and Carole Lebreton and Roland Doerffer},
Booktitle                = {S3VT meeting},
Year                     = {2018},

Address                  = {EUMETSAT, Darmstadt, Germany},
Month                    = {March 13-15}
}

@InProceedings{Vicent18igarss,
Title                    = {Statistical Learning for End-to-End simulator},
Author                   = {Jorge Vicent, Jochem Verrelst, Juan Pablo Rivera-Caicedo, Neus Sabater, Jordi Muñoz-Marí, Gustau Camps-Vallas, José Moreno},
Booktitle                = {2018 IEEE International Geoscience and Remote Sensing Symposium},
Year                     = {2018},
Address                  = {València, Spain},
Month                    = {July 23-28}
}

@InProceedings{Bueso18,
Title                    = {Nonlinear Complex {PCA} for Spatio-Temporal Analysis of Global Soil Moisture},
Author                   = {Diego Bueso and Maria Piles and Gustau Camps-Valls
},
Booktitle                = {2018 IEEE International Geoscience and Remote Sensing
Symposium },
Year                     = {2018},
project = {SEDAL},
Address                  = {València, Spain},
Month                    = {July 23-28}
}

@InProceedings{Chaparro18a,
Title                    = {L-Band Vegetation Optical Depth for Crop Phenology Monitoring and Crop Yield Assessment},
Author                   = {David Chaparro and Maria Piles and Mercè Vall-Llossera and Adriáno Camps and Alexandra G. Konings and Dara Entekhabi and Thomas Jagdhuber},
Booktitle                = {2018 IEEE International Geoscience and Remote Sensing
Symposium },
Year                     = {2018},
Address                  = {València, Spain},
Month                    = {July 23-28}
}

@InProceedings{Chaparro18b,
Title                    = {Modelling Forest Decline Using SMOS Soil Moisture and Vegetation Optical Depth},
Author                   = {David Chaparro and Maria Piles and Jordi Martínez-Vilalta and Mercè Vall-Llossera and Jordi Vayreda and Mireia Banqué-Casanovas and Adriáno Camps},
Booktitle                = {2018 IEEE International Geoscience and Remote Sensing
Symposium },
Year                     = {2018},
Address                  = {València, Spain},
Month                    = {July 23-28}
}

@InProceedings{Chaparro18EGU,
Title                    = {{Biomass estimation in tropical forests using L, C, and X-band Vegetation Optical Depth}},
Author                   = {D. Chaparro and G. Duveiller and A. Cescatti and M. Piles and M. Vall-llossera and A. Camps},
Booktitle                = {EGU General Assembly, Geophysical Research Abstracts},
Year                     = {2018},
Editor                   = {EGU General Assembly 2018},
Organization             = {EGU},
Volume                   = {Vol. 20}
}

@InProceedings{Diaz18,
Title                    = {Consistent Regression of Biophysical Parameters with Kernel Methods},
Author                   = {Emiliano Díaz and Adrián Peréz-Suay and Valero Laparra and Gustau Camps-Valls},
Booktitle                = {2018 IEEE International Geoscience and Remote Sensing
Symposium },
Year                     = {2018},
project = {SEDAL,KERMES},
Address                  = {València, Spain},
Month                    = {July 23-28}
}

@InProceedings{Fink18,
Title                    = {Estimating Gravimetric Moisture Of Vegetation Using An Attenuation-Based Multi-Sensor Approach},
Author                   = {Anita Fink and Thomas Jagdhuber and María Piles and Jennifer Grant and Martin Baur and Moritz Link and Dara Entekhabi},
Booktitle                = {2018 IEEE International Geoscience and Remote Sensing
Symposium },
Year                     = {2018},
Address                  = {València, Spain},
Month                    = {July 23-28}
}

@InProceedings{Garcia18,
Title                    = {Generation of Global Vegetation Products from Eumetsat AVHRR/MetOp Satellites},
Author                   = {Francisco Javier García-Haro and Manuel Campos-Taberner and Beatriz Martínez and Sergio Sánchez-Ruiz and María Amparo Gilabert and Gustau Camps-Valls and Jordi Muñoz-Marí and Valero Laparra and Fernando Camacho and Jorge Sánchez-Zapero and Beatriz Fuster
},
Booktitle                = {2018 IEEE International Geoscience and Remote Sensing
Symposium},
Year                     = {2018},
project = {SEDAL},
Address                  = {València, Spain},
Month                    = {July 23-28}
}

@InProceedings{Izquierdo18EGU,
Title                    = {Gross Primary Production and spring onset: spatial-temporal correlation
analysis},
Author                   = {E. Izquierdo-Verdiguier and A. Moreno and R. Zurita-Milla and G. Camps-Valls and S. Running},
Booktitle                = {EGU General Assembly, Geophysical Research Abstracts},
Year                     = {2018},
Editor                   = {EGU General Assembly 2018},
Organization             = {EGU},
project = {SEDAL},
Volume                   = {Vol. 20}
}

@InProceedings{Johnson18,
Title                    = {Disentangling Derivatives, Uncertainty and Error in Statistical Models },
Author                   = {Juan Emmanuel Johnson and Valero Laparra and Gustau Camps-Valls},
Booktitle                = {2018 IEEE International Geoscience and Remote Sensing
Symposium },
Year                     = {2018},
project = {SEDAL,KERMES},
Address                  = {València, Spain},
Month                    = {July 23-28}
}

@InProceedings{Johnson18EGU,
Title                    = {Estimating Information in Earth Data Cubes},
Author                   = {J.E. Johnson and E. Diaz and Valero Laparra and M. Mahecha and D. Miralles and G. Camps-Valls},
project = {SEDAL},
Booktitle                = {EGU General Assembly, Geophysical Research Abstracts},
Year                     = {2018},
Editor                   = {EGU General Assembly 2018},
Organization             = {EGU},
Volume                   = {Vol. 20}
}

@InProceedings{Malgrem18,
Title                    = {Transfer Learning with Convolutional Networks for Atmospheric Parameter Retrieval},
Author                   = {David Malmgren-Hansen and Valero Laparra and Allan Aasbjerg Nielsen and Gustau Camps-Valls},
project = {SEDAL},
Booktitle                = {2018 IEEE International Geoscience and Remote Sensing
Symposium },
Year                     = {2018},
Address                  = {València, Spain},
Month                    = {July 23-28}
}

@InProceedings{Mateo18a,
Title                    = {Optimizing Kernel Ridge Regression for Remote Sensing Problems},
Author                   = {Gonzalo Mateo-García and Valero Laparra and Luis Gómez-Chova},
Booktitle                = {2018 IEEE International Geoscience and Remote Sensing Symposium},
Year                     = {2018},
Address                  = {València, Spain},
Month                    = {July 23-28},
project = {SEDAL,KERMES},
}

@InProceedings{Mateo18b,
Title                    = {Convolutional Neural Networks For Cloud Screening: Transfer Learning From Landsat-8 To Proba-V},
Author                   = {Gonzalo Mateo-García and Luis Gómez-Chova},
Booktitle                = {2018 IEEE International Geoscience and Remote Sensing
Symposium },
Year                     = {2018},

Address                  = {València, Spain},
Month                    = {July 23-28}
}

@InProceedings{Mateo-Sanchis18,
Title                    = {Gap Filling of Biophysical Parameter Time Series with Multi-Output Gaussian Processes },
Author                   = {Anna Mateo-Sanchis and Jordi Muñoz-Marí and Manuel Campos-Taberner and Javier García-Haro and Gustau Camps-Valls},
Booktitle                = {2018 IEEE International Geoscience and Remote Sensing
Symposium },
Year                     = {2018},
project = {SEDAL,KERMES},
Address                  = {València, Spain},
Month                    = {July 23-28}
}

@InProceedings{Mazeran18,
Title                    = {OLCI System Vicarious Calibration for Non-standard Atmospheric Correction},
Author                   = {Constant Mazeran and Carsten Brockmann and François Steinmetz, and Ana Ruescas},
Booktitle                = {2018 IEEE International Geoscience and Remote Sensing
Symposium },
Year                     = {2018},
Address                  = {EUMETSAT, Darmstadt, Germany},
Month                    = {March 13-15}
}

@InProceedings{Mecklenburg18,
Title                    = {{ESA's SMOS Mission: Supporting Agricultural Applications}},
Author                   = {Susanne Mecklenburg and Matthias Drusch and Yann Kerr and Ahmad Albitar and Nemesio Rodríguez-Fernández and Maria Jose Escorihuela and Jean-Pierre Wigneron and Maria Piles and Roberto Sabia},
Booktitle                = {2018 IEEE International Geoscience and Remote Sensing
Symposium },
Year                     = {2018},

Address                  = {València, Spain},
Month                    = {July 23-28}
}

@InProceedings{Moreno18,
Title                    = {Interpolation and Gap Filling of Landsat Reflectance Time Series},
Author                   = {Álvaro Moreno and Marco Maneta and Gustau Camps-Valls and Luca Matino and Nathaniel Robinson and Brady Allred and Steve Running},
Booktitle                = {2018 IEEE International Geoscience and Remote Sensing
Symposium },
Year                     = {2018},
project = {SEDAL},
Address                  = {València, Spain},
Month                    = {July 23-28}
}

@InProceedings{Moreno18EGU,
Title                    = {Refining Maximum Light Use Efficiency for Land Carbon Models Using Satellite Data and Climatology},
Author                   = {A. Moreno and G. Camps-Valls and J. Kattge and M. Reichstein and S.W. Running},
Booktitle                = {European Geosciences Union, EGU General Assembly 2018},
Year                     = {2018},
Month                    = {May},
project = {SEDAL},
Location                 = {Vienna, Austria}
}

@InProceedings{Nar18a,
Title                    = {Sparsity-Driven Digital Terrain Model Extraction},
Author                   = {Fatih Nar and Erdal Yilmaz and Gustau Camps-Valls},
Booktitle                = {2018 IEEE International Geoscience and Remote Sensing
Symposium },
Year                     = {2018},
project = {SEDAL},
Address                  = {València, Spain},
Month                    = {July 23-28}
}

@InProceedings{Nar18b,
Title                    = {Randomized {RX} for Target Detection},
Author                   = {Fatih Nar and Adrián Pérez-Suay and José Antonio Padrón and Gustau Camps-Valls},
Booktitle                = {2018 IEEE International Geoscience and Remote Sensing
Symposium },
Year                     = {2018},
project = {SEDAL},
Address                  = {València, Spain},
Month                    = {July 23-28}
}

@InProceedings{Padron18,
Title                    = {Nonlinear Cook Distance for Anomalous Change Detection
},
Author                   = {Jose A. Padrón Hidalgo and Adrián Pérez-Suay and Fatih Nar and Gustau Camps-Valls},
Booktitle                = {2018 IEEE International Geoscience and Remote Sensing
Symposium },
Year                     = {2018},
Address                  = {València, Spain},
Month                    = {July 23-28}
}

@InProceedings{Piles18,
Title                    = {{Global Estimation of Soil Moisture Persistence with L and C-Band Microwave Sensors}},
Author                   = {Maria Piles and Robin Van Der Schalie and Alexander Gruber and Gustau Camps-Valls and Robert Parinussa and Wouter Dorigo and Richard De Jeu},
Booktitle                = {2018 IEEE International Geoscience and Remote Sensing
Symposium },
Year                     = {2018},
project = {SEDAL},
Address                  = {València, Spain},
Month                    = {July 23-28}
}

@InProceedings{Portal18,
Title                    = {Microwave And Optical Data Fusion for Global Mapping of Soil Moisture at High Resolution },
Author                   = {Gerard Portal and Mercè Vall-Llossera and Maria Piles and Adriáno Camps and David Chaparro and Miriam Pablos and Luciana Rossato and Khalid Abouch},
Booktitle                = {2018 IEEE International Geoscience and Remote Sensing
Symposium },
Year                     = {2018},
Address                  = {València, Spain},
Month                    = {July 23-28}
}

@InProceedings{Ruescas18a,
Title                    = {{Retrieval Of Case 2 Water Quality Parameters with Machine Learning}},
Author                   = {Ana Belén Ruescas and Gonzalo Mateo-García and Gustau Camps-Valls and Martin Hieronymi},
Booktitle                = {2018 IEEE International Geoscience and Remote Sensing
Symposium },
Year                     = {2018},
project = {SEDAL},
Address                  = {València, Spain},
Month                    = {July 23-28}
}

@InProceedings{Salvia18,
Title                    = {Seasonal Analysis of Surface Soil Moisture Dry-Downs in a Land-Atmosphere Hotspot as seen By LSM And Satellite Products},
Author                   = {Mercedes Salvia and Romina Ruscica and Anna Sörensson and Jan Polcher and Maria Piles and Haydee Karszenbaum},
Booktitle                = {2018 IEEE International Geoscience and Remote Sensing
Symposium },
Year                     = {2018},
Address                  = {València, Spain},
Month                    = {July 23-28}
}

@InProceedings{Svendsen18a,
Title                    = {Multioutput Automatic Emulator for Radiative Transfer Models },
Author                   = {Daniel Heestermans Svendsen and Luca Martino and Jorge Vicent and Gustau Camps-Valls},
Booktitle                = {2018 IEEE International Geoscience and Remote Sensing
Symposium },
Year                     = {2018},
project = {SEDAL},
Address                  = {València, Spain},
Month                    = {July 23-28}
}

@InProceedings{Svendsen18b,
Title                    = {Deep Gaussian Processes for Geophysical Parameter Retrieval},
Author                   = {Daniel Heestermans Svendsen and Pablo Morales-Álvarez and Rafael Molina and Gustau Camps-Valls},
Booktitle                = {2018 IEEE International Geoscience and Remote Sensing
Symposium },
Year                     = {2018},
project = {SEDAL,KERMES},
Address                  = {València, Spain},
Month                    = {July 23-28}
}

@InProceedings{Szigazski18,
Title                    = {Analysis of the Radar Vegetation Index and Assessment of Potential for Improvement},
Author                   = {Christoph Szigarski and Thomas Jagdhuber and Martin Baur and Christian Thiel and Mikhail Urbazaev and Marie Parrens and Jean-Pierre Wigneron and María Piles and Kaighin Mccoll and Dara Entekhabi},
Booktitle                = {2018 IEEE International Geoscience and Remote Sensing
Symposium },
Year                     = {2018},
Address                  = {València, Spain},
Month                    = {July 23-28}
}

@InProceedings{Teubner18EGU,
Title                    = {Analyzing Microwave Vegetation Optical Depth in Relation to Gross
Primary Production},
Author                   = {I.E. Teubner and M. Forkel and M. Jung and Y.Y. Liu and D.G. Miralles and R. Parinussa and
R. van der Schalie and M. Vreugdenhil and C.R. Schwalm and G. Tramontana and G.
Camps-Valls and W.A. Dorigo},
Booktitle                = {EGU General Assembly, Geophysical Research Abstracts},
Year                     = {2018},
project = {SEDAL},
Editor                   = {EGU General Assembly 2018},
Organization             = {EGU},
Volume                   = {Vol. 20}
}

@InProceedings{Tuia18,
Title                    = {A Deep Network Approach to Multitemporal Cloud Detection },
Author                   = {Devis Tuia and Benjamin Kellenberger and Adrián Pérez-Suay and Gustau Camps-Valls},
Booktitle                = {2018 IEEE International Geoscience and Remote Sensing Symposium},
Year                     = {2018},
project = {SEDAL},
Address                  = {València, Spain},
Month                    = {July 23-28}
}

%%%% 2017

@InProceedings{CamposTaberner17raqrs,
Title                    = {Generation of multisource {LAI} time series for crop assessment},
Author                   = {M. Campos-Taberner and F.J. García-Haro and F.J. Nutini and G. Grau-Muedra and G. Camps-Valls and L. Busetto and D. Katsantonis and D. Stavrakoudis and C. Minakou and B. Martínez and S. Sánchez-Ruiz and M.A. Gilabert and L. Gatti and M. Barbieri and F.J. Collivignarelli and F.J. Holecz and D. Stroppiana and M. Boschetti},
Booktitle                = {5th International Symposium -- Recent Advances in Quantitative Remote Sensing},
Year                     = {2017},
project = {SEDAL,ERMES},
Address                  = {Torrent, Spain},
Month                    = {18-22 September},
}

@InProceedings{Camps-Valls17agu_emula,
Title                    = {Advanced Machine Learning Emulators of Radiative Transfer Models},
Author                   = {G. Camps-Valls and J. Verrelst and L. Martino and J. Vicent},
Booktitle                = {American Geophysical Union (AGU) Fall meeting 2017},
Year                     = {2017},
Address                  = {New Orleans, USA, 11-15 December 2017},
project = {SEDAL},
}

@InProceedings{Camps-Valls17agu_gps,
Title                    = {Large Scale {G}aussian Processes for Atmospheric Parameter Retrieval and Cloud Screening},
Author                   = {G. Camps-Valls and L. Gómez-Chova and G. Mateo and V. Laparra and Adrián Pérez-Suay and J. Muñoz-Marí},
Booktitle                = {American Geophysical Union (AGU) Fall meeting 2017},
Year                     = {2017},
Address                  = {New Orleans, USA, 11-15 December 2017},
project = {SEDAL},
}

@InProceedings{Camps-Valls17agu_wood,
Title                    = {Mapping wood density globally using remote sensing and climatological data},
Author                   = {A. Moreno-Martínez and G. Camps-Valls and N. Carvalhais and J. Kattge and N. Robinson and M. Reichstein and B. Allred and S.W. Running},
Booktitle                = {American Geophysical Union (AGU) Fall meeting 2017},
Year                     = {2017},
Address                  = {New Orleans, USA, 11-15 December 2017},
project = {SEDAL},
}

@InProceedings{Camps-Valls17egu,
Title                    = {Vegetation Monitoring with {G}aussian Processes and Latent Force Models},
Author                   = {Camps-Valls, G. and Svendsen, D. and Campos, M. and Martino, L. and Luengo, D.},
Booktitle                = {European Geosciences Union General Assembly 2017},
Year                     = {2017},
Address                  = {Vienna, Austria, 23-28 April 2017},
project = {SEDAL},
}

@InProceedings{Camps-Valls17lfmearsl,
Title                    = {Latent Force Models for Model-Data Integration in Vegetation Monitoring},
Author                   = {Martino, L. and Luengo, D. and Camps-Valls, G.},
Booktitle                = {10th EARSeL SIG Imaging Spectroscopy Workshop},
Year                     = {2017},
Address                  = {19-21 April 2017, University of Zurich (Switzerland)},
project = {SEDAL},
}

@InProceedings{Camps-Valls17scia,
Title                    = {Physics-Aware {G}aussian Processes for {E}arth Observation},
Author                   = {G. Camps-Valls and Daniel Svendsen and L. Martino and J. Muñoz-Marí and V. Laparra and M. Campos-Taberner and David Luengo},
Booktitle                = {Scandinavian Conference on Image Analysis (SCIA)},
Year                     = {2017},
Address                  = {Tromsø, Norway},
Month                    = {12-14 June},
project = {SEDAL},
}

@InProceedings{GarciaHaro17raqrs,
Title                    = {{The geostationary and polar orbit LSA SAF vegetation products}},
Author                   = {F.J. García-Haro and M. Campos-Taberner and F. Camacho and B. Martínez and J. Sánchez-Zapero and G. Camps-Valls and S. Sánchez-Ruiz and M.A. Gilabert},
Booktitle                = {5th International Symposium -- Recent Advances in Quantitative Remote Sensing},
Year                     = {2017},
Address                  = {Torrent, Spain},
Month                    = {18-22 September},
project = {SEDAL},
}

@InProceedings{GarciaSobrino17eum,
Title                    = {Statistical Retrieval of Temperature and Moisture Atmospheric Profiles Benefits from Spatial-Spectral Image Compression},
Author                   = {J. García-Sobrino and J. Serra-Sagristà and V. Laparra and X. Calbet and G. Camps-Valls},
Booktitle                = {2017 EUMETSAT Meteorological Satellite Conference},
Year                     = {2017},
Address                  = {Rome, Italy},
Month                    = {2-6 October},
project = {SEDAL},
url = {http://isp.uv.es/papers/GarcíaSobrino17eum.pdf}
}

@InProceedings{GomezChova17raqrs,
Title                    = {{Advances in statistical cloud screening: the Proba-V case study}},
Author                   = {Gómez-Chova, L. and Mateo-García, G. and Muñoz-Marí, J. and Camps-Valls, G.},
Booktitle                = {5th International Symposium -- Recent Advances in Quantitative Remote Sensing},
Year                     = {2017},
Address                  = {Torrent, Spain},
Month                    = {18-22 September},
project = {SEDAL},
}

@InProceedings{Ichii17jpguagu,
Title                    = {{FLUXCOM remote sensing data based CO2 flux products: overview and synthesis}},
Author                   = {K. Ichii and M. Jung and G. Tramontana and G. Camps-Valls and C. R Schwalm and M. Kondo and D. Papale and M. Reichstein and U. Weber and Y. Yanagi},
Booktitle                = {JpGU/AGU Joint Meeting},
Year                     = {2017},
Address                  = {Makuhari Messe, Japan},
Month                    = {20-25 May},
project = {SEDAL},

}

@InProceedings{Koirala17egu,
Title                    = {Global distribution of groundwater-vegetation spatial covariation},
Author                   = {S. Koirala and Martin Jung and M. Reichstein and Inge E.M. de Graaf and G. Camps-Valls and K. Ichii and D. Papale and B. Raduly and C.R. Schwalm and G. Tramontana and N. Carvalhais},
Booktitle                = {European Geosciences Union General Assembly 2017},
Year                     = {2017},
Address                  = {Vienna, Austria, 23-28 April 2017},
project = {SEDAL},

}

@InProceedings{Laparra17eum,
Title                    = {Nonlinear statistical retrieval of land surface emissivity from infrared sounding data},
Author                   = {V. Laparra and J. Muñoz-Marí and L. Gómez and X. Calbet and and G. Camps-Valls},
Booktitle                = {2017 EUMETSAT Meteorological Satellite Conference},
Year                     = {2017},
Address                  = {Rome, Italy},
Month                    = {2-6 October},
project = {SEDAL},
}
@INPROCEEDINGS{Descals17igarss,
author={A. Descals and L. Alonso and G. Camps-Valls},
booktitle={2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
title={Predicting year of plantation with hyperspectral and lidar data},
year={2017},
volume={},
number={},
pages={1780-1783},
keywords={Gaussian processes;feature extraction;forestry;geophysical image processing;hyperspectral imaging;image classification;learning (artificial intelligence);optical radar;remote sensing by laser beam;vegetation;vegetation mapping;GPC algorithm;Gaussian process classifier;LiDAR data;North Carolina;USA;forest area;forestry management;hyperspectral data;machine learning classifier;morphological feature extraction;plantation year prediction;remote sensing data;spectral feature extraction;textural feature extraction;Feature extraction;Gaussian processes;Hyperspectral imaging;Laser radar;Training;Vegetation;Data fusion;Gaussian process classification;Hyperspectral;LiDAR;Vegetation monitoring},
project = {SEDAL,KERMES},
doi={https://doi.org/10.1109/IGARSS.2017.8127320},
ISSN={},
month={July},}

@INPROCEEDINGS{Sanchez17igarss,
author={N. Sánchez and A. González-Zamora and J. Martínez-Fernández and M. Piles and M. Pablos and B. Wardlow and T. Tadesse and M. Svoboda},
booktitle={2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
title={Preliminary assessment of an integrated SMOS and MODIS application for global agricultural drought monitoring},
year={2017},
volume={},
number={},
pages={2000-2003},
doi={https://doi.org/10.1109/IGARSS.2017.8127374},
ISSN={},
month={July},}

@INPROCEEDINGS{Sabaghy17igarss,
author={S. Sabaghy and J. Walker and L. Renzullo and R. Akbar and S. Chan and J. Chaubell and N. Das and R. S. Dunbar and D. Entekhabi and A. Gevaert and T. Jackson and O. Merlin and M. Moghaddam and J. Peng and J. Piepmeier and M. Piles and G. Portal and C. Rüdiger and V. Stefan and X. Wu and N. Ye and S. Yueh},
booktitle={2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
title={Comparison of downscaling techniques for high resolution soil moisture mapping},
year={2017},
volume={},
number={},
pages={2523-2526},
doi={https://doi.org/10.1109/IGARSS.2017.8127508},
ISSN={},
month={July},}

@INPROCEEDINGS{Entekhabi17igarss,
author={D. Entekhabi and A. Konings and M. Piles and N. Das},
booktitle={2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
title={Smap-based retrieval of vegetation opacity and albedo},
year={2017},
volume={},
number={},
pages={2554-2556},
doi={https://doi.org/10.1109/IGARSS.2017.8127516},
ISSN={},
month={July},}

@INPROCEEDINGS{Baur17igarss,
author={M. Baur and T. Jagdhuber and M. Link and M. Piles and D. Entekhabi and A. Fink},
booktitle={2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
title={Estimation of vegetation loss coefficients and canopy penetration depths from smap radiometer and ICESat lidar data},
year={2017},
volume={},
number={},
pages={2891-2894},
doi={https://doi.org/10.1109/IGARSS.2017.8127602},
ISSN={},
month={July},}

@INPROCEEDINGS{Portal17igarss,
author={G. Portal and M. Vall-llossera and M. Piles and A. Camps and D. Chaparro and M. Pablos and L. Rossato},
booktitle={2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
title={A spatially consistent downscaling approach for SMOS using an adaptive moving window},
year={2017},
volume={},
number={},
pages={4151-4153},
doi={https://doi.org/10.1109/IGARSS.2017.8127915},
ISSN={},
month={July},}

@INPROCEEDINGS{Jaghuber17igarss,
author={T. Jagdhuber and M. Baur and M. Link and M. Piles and D. Entekhabi and C. Montzka and J. Seppänen and O. Antropov and J. Praks and A. Löw},
booktitle={2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
title={PHYSICS-based retrieval of scattering albedo and vegetation optical depth using multi-sensor data integration},
year={2017},
volume={},
number={},
pages={4322-4325},
doi={https://doi.org/10.1109/IGARSS.2017.8127958},
ISSN={},
month={July},}

@INPROCEEDINGS{Piles17igarss,
author={M. Piles and G. Camps-Valls and D. Chaparro and D. Entekhabi and A. G. Konings and T. Jagdhuber},
booktitle={2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
title={{Remote sensing of vegetation dynamics in agro-ecosystems using SMAP vegetation optical depth and optical vegetation indices}},
year={2017},
volume={},
number={},
pages={4346-4349},
project = {SEDAL},
doi={https://doi.org/10.1109/IGARSS.2017.8127964},
ISSN={},
month={July},}

@INPROCEEDINGS{Chaparro17igarss,
author={D. Chaparro and M. Vall-llossera and A. Camps and M. Piles and A. G. Konings and D. Entekhabi},
booktitle={2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
title={SMAP Multi-Temporal vegetation optical depth retrieval as an indicator of crop yield trends and crop composition},
year={2017},
volume={},
number={},
pages={4362-4365},
doi={https://doi.org/10.1109/IGARSS.2017.8127967},
ISSN={},
month={July},}

@INPROCEEDINGS{Laparra17igarss,
author={V. Laparra and J. Muñoz-Marí and L. Gómez-Chova and X. Calbet and G. Camps-Valls},
booktitle={2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
title={Nonlinear statistical retrieval of surface emissivity from IASI data},
year={2017},
volume={},
number={},
pages={5450-5453},
project = {SEDAL,KERMES},
keywords={aerosols;atmospheric composition;atmospheric humidity;atmospheric techniques;emissivity;least squares approximations;regression analysis;remote sensing;troposphere;IASI data;Infrared Atmospheric Sounding Interferometer simulated data;aerosols;continental surfaces;emissivity spectra;high spectral resolution;high-dimensional input-output spaces;infrared sounders;kernel methods;kernel regression model;long-term monitoring;models performance;multioutput statistical regression;nonlinear statistical retrieval;output variables;radiative budget;retrieval problem;spectral emissivity;surface emissivity;trace gases concentration;troposphere properties;Atmospheric modeling;Biological system modeling;Kernel;Linear regression;Standards;Symmetric matrices;Training},
doi={https://doi.org/10.1109/IGARSS.2017.8128237},
ISSN={},
month={July},
url = {http://isp.uv.es/papers/Laparra17igarss.pdf}
}

@INPROCEEDINGS{Gomez17igarss,
author={L. Gómez-Chova and G. Mateo-García and J. Muñoz-Marí and G. Camps-Valls},
booktitle={2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
title={Cloud detection machine learning algorithms for {PROBA-V}},
year={2017},
volume={},
number={},
pages={2251-2254},
keywords={clouds;geophysical image processing;land cover;learning (artificial intelligence);remote sensing;statistical analysis;PROBA-V images;PROBA-V products;automatic cloud detection;cloud detection machine learning algorithms;cloud masking;land cover biophysical parameter retrieval;remote sensing applications;satellite scenes;sea;statistical machine learning techniques;Brightness;Clouds;Feature extraction;Machine learning algorithms;Snow;Support vector machines;Training;ML;Proba-V;cloud detection},
doi={https://doi.org/10.1109/IGARSS.2017.8127437},
ISSN={},
month={July},}

@InProceedings{Malmgren17eum,
Title                    = {Temperature Retrieval with Spatial Noise-aware dimensionality reduction},
Author                   = {D. Malmgren-Hansen and V. Laparra and A.A. Nielsen and X. Calbet and G. Camps-Valls},
Booktitle                = {2017 EUMETSAT Meteorological Satellite Conference},
Year                     = {2017},

Address                  = {Rome, Italy},
Month                    = {2-6 October},
project = {SEDAL},
}

@INPROCEEDINGS{Malmgren17igarss,
author={D. Malmgren-Hansen and V. Laparra and A. A. Nielsen and G. Camps-Valls},
booktitle={2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
title={Spatial noise-aware temperature retrieval from infrared sounder data},
year={2017},
volume={},
number={},
pages={17-20},
doi={https://doi.org/10.1109/IGARSS.2017.8126882},
ISSN={},
month={July},
project = {SEDAL},
}

@InProceedings{Martino17eusipcoGMS,
Title                    = {{Group Metropolis Sampling}},
Author                   = {Martino, L. and Elvira, V. and Camps-Valls, G.},
Booktitle                = {25th European Signal Processing Conference (EUSIPCO)},
Year                     = {2017},
Address                  = {Kos, Greece},
Month                    = {Aug},
project = {SEDAL},
}

@InProceedings{Martino17eusipcoPCV,
Title                    = {{Probabilistic Cross-Validation Estimators for {G}aussian Process Regression}},
Author                   = {Martino, L. and V., L and Camps-Valls, G.},
Booktitle                = {25th European Signal Processing Conference (EUSIPCO)},
Year                     = {2017},
Address                  = {Kos, Greece},
Month                    = {Aug},
project = {SEDAL},
}

@InProceedings{Martino17eusipcoRGS,
Title                    = {{Recycling Gibbs Sampling}},
Author                   = {Martino, L. and Elvira, V. and Camps-Valls, G.},
Booktitle                = {25th European Signal Processing Conference (EUSIPCO)},
Year                     = {2017},
Address                  = {Kos, Greece},
Month                    = {Aug},
project = {SEDAL},
}

@INPROCEEDINGS{Martino17igarss,
author={L. Martino and J. Vicent and G. Camps-Valls},
booktitle={2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
title={Automatic emulator and optimized look-up table generation for radiative transfer models},
year={2017},
volume={},
number={},
pages={1457-1460},
keywords={Gaussian processes;atmospheric techniques;geophysical image processing;interpolation;radiative transfer;Automatic Gaussian Process Emulator methodology;acquisition function;interpolation function;optimized look-up table generation;radiative transfer models;Atmospheric modeling;Gaussian processes;Interpolation;Kernel;Optimization;Table lookup;Toy manufacturing industry;Gaussian process;MODTRAN;Radiative transfer model;emulation;interpolation;look-up table;self-learning},
doi={https://doi.org/10.1109/IGARSS.2017.8127241},
ISSN={},
month={July},
project = {SEDAL,KERMES},
}

@InProceedings{Martino17scia,
Title                    = {Automatic Emulation by Adaptive Relevance Vector Machines},
Author                   = {L. Martino and J. Vicent and G. Camps-Valls},
Booktitle                = {Scandinavian Conference on Image Analysis (SCIA)},
Year                     = {2017},
Address                  = {Tromsø, Norway},
Month                    = {12-14 June},
project = {SEDAL},
}

@INPROCEEDINGS{mateo17igarss,
author={G. Mateo-García and L. Gómez-Chova and G. Camps-Valls},
booktitle={2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
title={Convolutional neural networks for multispectral image cloud masking},
year={2017},
volume={},
number={},
pages={2255-2258},
keywords={feature extraction;geophysical image processing;image classification;learning (artificial intelligence);neural nets;remote sensing;Proba-V multispectral images;V;art methods;cloud masking problems;convolutional neural networks;custom feature extraction;different CNN architectures;end-to-end learning;image classification tasks;multispectral image cloud masking;remote sensing problems;Clouds;Feature extraction;Instruments;Remote sensing;Training;Convolutional neural networks;Proba-V;cloud detection;cloud masking;deep learning},
doi={https://doi.org/10.1109/IGARSS.2017.8127438},
ISSN={},
month={July},}

@INPROCEEDINGS{Morales17igarss,
author={P. Morales and A. Pérez-Suay and R. Molina and G. Camps-Valls},
booktitle={2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
title={Efficient remote sensing image classification with Gaussian processes and Fourier features},
year={2017},
volume={},
number={},
pages={2227-2230},
keywords={Bayes methods;Fourier analysis;Gaussian processes;image classification;learning (artificial intelligence);remote sensing;Fourier frequencies;GPC;Gaussian process classification;Gaussian processes;cloud detection;computational efficiency;kernel functions;multispectral imagery;remote sensing image classification;scale remote sensing data classification;standard random Fourier features approximation;variational Bayes approach;Clouds;Computational efficiency;Computational modeling;Gaussian processes;Kernel;Remote sensing;Standards;Cloud detection;Gaussian Process Classification (GPC);Seviri/MSG;Variational Inference;random Fourier features},
doi={https://doi.org/10.1109/IGARSS.2017.8127431},
ISSN={},
month={July},
project = {SEDAL,KERMES},
}

@InProceedings{PabloMorales2017,
Title                    = {Passive millimeter wave image classification with large scale {G}aussian processes},
Author                   = {Pablo Morales, A. and Pérez-Suay, A. and Molina, R. and Camps-Valls, G. and Katsaggelos, A. K.},
Booktitle                = {2017 IEEE International Conference on Image Processing},
Year                     = {2017},
Address                  = {Beijing, China},
Month                    = {17-20 September},
project = {SEDAL},
}

@InProceedings{PerezSuay17ecmlpkdd,
Title                    = {Fair Kernel Learning},
Author                   = {Pérez-Suay, A. and Laparra, V. and Mateo-García, G. and Muñoz-Marí, J. and Gómez-Chova, L. and Camps-Valls, G.},
Booktitle                = {European Conference on Machine Learning (ECML)},
Year                     = {2017},
Address                  = {Skopje, Macedonia},
Month                    = {18-22 September},
project = {SEDAL,KERMES},

}

@InProceedings{PerezSuay17eum,
Title                    = {Fast Cloud Detection over Landmarks in {MSG/SEVIRI} Image Time Series},
Author                   = {A. Pérez-Suay and J. Amorós-López and L. Gómez-Chova and V. Laparra and J. Muñoz-Marí and D. Just and G. Camps-Valls},
Booktitle                = {2017 EUMETSAT Meteorological Satellite Conference},
Year                     = {2017},
Address                  = {Rome, Italy},
Month                    = {2-6 October},
project = {SEDAL},
}

@INPROCEEDINGS{PerezSuay17igarss,
author={A. Pérez-Suay and G. Camps-Valls},
booktitle={2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
title={Causal inference in geosciences with kernel sensitivity maps},
project = {SEDAL,KERMES},
year={2017},
volume={},
number={},
pages={763-766},
doi={https://doi.org/10.1109/IGARSS.2017.8127064},
ISSN={},
month={July},}

@INPROCEEDINGS{Ruescas17igarss,
author={A. B. Ruescas and M. Hieronymi and S. Koponen and K. Kallio and G. Camps-Valls},
booktitle={2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
title={Retrieval of coloured dissolved organic matter with machine learning methods},
year={2017},
volume={},
number={},
pages={2187-2190},
keywords={Gaussian processes;learning (artificial intelligence);polynomials;regression analysis;remote sensing;CDOM measurements;absorption coefficient;coloured dissolved organic matter;established polynomial regression algorithms;humic substance;machine learning methods;most efficient method;natural waters;organic matter concentration;remote sensing signals;simplest method;standard measure;Ground penetrating radar;Kernel;Lakes;Learning systems;Linear regression;Radio frequency;Sea measurements;Absorbing Waters;CDOM concentrations;Linear Regression;Machine Learning Methods;Remote Sensing},
doi={https://doi.org/10.1109/IGARSS.2017.8127421},
ISSN={},
month={July},
project = {SEDAL,KERMES},
preprint = {http://isp.uv.es/papers/poster-igarss-ruescas17}
}

@INPROCEEDINGS{Svendsen17igarss,
author={D. H. Svendsen and L. Martino and M. Campos-Taberner and G. Camps-Valls},
booktitle={2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)},
title={Joint Gaussian processes for inverse modeling},
year={2017},
volume={},
number={},
pages={3980-3983},
keywords={Gaussian processes;inverse problems;radiative transfer;vegetation mapping;LAI retrieval;Landsat data;PROSAIL model;RTM-simulated data;joint Gaussian process;leaf area index;nonparametric statistical inversion model;radiance data;radiative transfer model equations;remote sensing;Biological system modeling;Computational modeling;Data models;Gaussian processes;Inverse problems;Kernel;Remote sensing;Forward;Gaussian process regression;Vegetation monitoring;inverse;kernel methods;modeling},
doi={https://doi.org/10.1109/IGARSS.2017.8127872},
ISSN={},
project = {SEDAL,KERMES},
month={July},}

@InProceedings{Svendsen17raqrs,
Title                    = {{Advances in statistical biophysical parameter retrieval}},
Author                   = {Svendsen, D. and Martino, L. and Gómez-Chova, L. and Muñoz-Mar{i}, J. and García-Haro, J. and M. Campos-Taberner and Camps-Valls, G.},
Booktitle                = {5th International Symposium -- Recent Advances in Quantitative Remote Sensing},
Year                     = {2017},
Address                  = {Torrent, Spain},
Month                    = {18-22 September},
project = {SEDAL},
}

@InProceedings{

repository: EvaUV/web-group-theme

repo_name: EvaUV/web-group-theme

gha_license_id: MIT