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@article{DBLP:journals/asc/VarandoCDC24,
author = {Gherardo Varando and
Salvador Catsis and
Emiliano Diaz and
Gustau Camps{-}Valls},
title = {Pairwise causal discovery with support measure machines},
journal = {Appl. Soft Comput.},
volume = {150},
pages = {111030},
year = {2024},
url = {https://doi.org/10.1016/j.asoc.2023.111030},
doi = {10.1016/J.ASOC.2023.111030},
timestamp = {Fri, 08 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/asc/VarandoCDC24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/gandc/ZhengZCCMMHHM24,
author = {Dongyu Zheng and
Hanting Zhong and
Gustau Camps{-}Valls and
Zhisong Cao and
Xiaogang Ma and
Benjamin Mills and
Xiumian Hu and
Mingcai Hou and
Chao Ma},
title = {Explainable deep learning for automatic rock classification},
journal = {Comput. Geosci.},
volume = {184},
pages = {105511},
year = {2024},
url = {https://doi.org/10.1016/j.cageo.2023.105511},
doi = {10.1016/J.CAGEO.2023.105511},
timestamp = {Wed, 31 Jul 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/gandc/ZhengZCCMMHHM24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/ServeraMVCC24,
author = {Jorge Vicent Servera and
Luca Martino and
Jochem Verrelst and
Juan Pablo Rivera Caicedo and
Gustau Camps{-}Valls},
title = {Multioutput Feature Selection for Emulation and Sensitivity Analysis},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {62},
pages = {1--11},
year = {2024},
url = {https://doi.org/10.1109/TGRS.2024.3358231},
doi = {10.1109/TGRS.2024.3358231},
timestamp = {Thu, 29 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tgrs/ServeraMVCC24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/DingC24,
author = {Wei Ding and
Gustau Camps{-}Valls},
editor = {Ricardo Baeza{-}Yates and
Francesco Bonchi},
title = {Overview of {ACM} {SIGKDD} 2024 AI4Science4AI Special Day},
booktitle = {Proceedings of the 30th {ACM} {SIGKDD} Conference on Knowledge Discovery
and Data Mining, {KDD} 2024, Barcelona, Spain, August 25-29, 2024},
pages = {6693--6694},
publisher = {{ACM}},
year = {2024},
url = {https://doi.org/10.1145/3637528.3673871},
doi = {10.1145/3637528.3673871},
timestamp = {Sun, 08 Sep 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/kdd/DingC24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2401-04071,
author = {Nathan Mankovich and
Gustau Camps{-}Valls and
Tolga Birdal},
title = {Fun with Flags: Robust Principal Directions via Flag Manifolds},
journal = {CoRR},
volume = {abs/2401.04071},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2401.04071},
doi = {10.48550/ARXIV.2401.04071},
eprinttype = {arXiv},
eprint = {2401.04071},
timestamp = {Wed, 24 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2401-04071.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-13332,
author = {Kai{-}Hendrik Cohrs and
Gherardo Varando and
Nuno Carvalhais and
Markus Reichstein and
Gustau Camps{-}Valls},
title = {Double machine learning for causal hybrid modeling - applications
in the Earth sciences},
journal = {CoRR},
volume = {abs/2402.13332},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2402.13332},
doi = {10.48550/ARXIV.2402.13332},
eprinttype = {arXiv},
eprint = {2402.13332},
timestamp = {Thu, 21 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2402-13332.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2403-01865,
author = {Homer Durand and
Gherardo Varando and
Nathan Mankovich and
Gustau Camps{-}Valls},
title = {Improving generalisation via anchor multivariate analysis},
journal = {CoRR},
volume = {abs/2403.01865},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2403.01865},
doi = {10.48550/ARXIV.2403.01865},
eprinttype = {arXiv},
eprint = {2403.01865},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2403-01865.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2403-08414,
author = {Shan Zhao and
Ioannis Prapas and
Ilektra Karasante and
Zhitong Xiong and
Ioannis Papoutsis and
Gustau Camps{-}Valls and
Xiao Xiang Zhu},
title = {Causal Graph Neural Networks for Wildfire Danger Prediction},
journal = {CoRR},
volume = {abs/2403.08414},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2403.08414},
doi = {10.48550/ARXIV.2403.08414},
eprinttype = {arXiv},
eprint = {2403.08414},
timestamp = {Tue, 07 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2403-08414.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2403-14228,
author = {Nathan Mankovich and
Homer Durand and
Emiliano Diaz and
Gherardo Varando and
Gustau Camps{-}Valls},
title = {Recovering Latent Confounders from High-dimensional Proxy Variables},
journal = {CoRR},
volume = {abs/2403.14228},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2403.14228},
doi = {10.48550/ARXIV.2403.14228},
eprinttype = {arXiv},
eprint = {2403.14228},
timestamp = {Thu, 11 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2403-14228.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2403-15356,
author = {Zhitong Xiong and
Yi Wang and
Fahong Zhang and
Adam J. Stewart and
Jo{\"{e}}lle Hanna and
Damian Borth and
Ioannis Papoutsis and
Bertrand Le Saux and
Gustau Camps{-}Valls and
Xiao Xiang Zhu},
title = {Neural Plasticity-Inspired Foundation Model for Observing the Earth
Crossing Modalities},
journal = {CoRR},
volume = {abs/2403.15356},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2403.15356},
doi = {10.48550/ARXIV.2403.15356},
eprinttype = {arXiv},
eprint = {2403.15356},
timestamp = {Wed, 25 Sep 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2403-15356.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2406-07378,
author = {Kai{-}Hendrik Cohrs and
Gherardo Varando and
Emiliano Diaz and
Vasileios Sitokonstantinou and
Gustau Camps{-}Valls},
title = {Large Language Models for Constrained-Based Causal Discovery},
journal = {CoRR},
volume = {abs/2406.07378},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2406.07378},
doi = {10.48550/ARXIV.2406.07378},
eprinttype = {arXiv},
eprint = {2406.07378},
timestamp = {Mon, 08 Jul 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2406-07378.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2406-18179,
author = {Chaonan Ji and
Tonio Fincke and
Vitus Benson and
Gustau Camps{-}Valls and
Miguel{-}Angel Fernandez{-}Torres and
Fabian Gans and
Guido Kraemer and
Francesco Martinuzzi and
David Montero and
Karin Mora and
Oscar J. Pellicer{-}Valero and
Claire Robin and
Maximilian S{\"{o}}chting and
M{\'{e}}lanie Weynants and
Miguel D. Mahecha},
title = {DeepExtremeCubes: Integrating Earth system spatio-temporal data for
impact assessment of climate extremes},
journal = {CoRR},
volume = {abs/2406.18179},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2406.18179},
doi = {10.48550/ARXIV.2406.18179},
eprinttype = {arXiv},
eprint = {2406.18179},
timestamp = {Sun, 04 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2406-18179.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2406-20080,
author = {Gustau Camps{-}Valls and
Miguel{-}{\'{A}}ngel Fern{\'{a}}ndez{-}Torres and
Kai{-}Hendrik Cohrs and
Adrian H{\"{o}}hl and
Andrea Castelletti and
Aytac Pacal and
Claire Robin and
Francesco Martinuzzi and
Ioannis Papoutsis and
Ioannis Prapas and
Jorge P{\'{e}}rez{-}Aracil and
Katja Weigel and
Maria Gonzalez{-}Calabuig and
Markus Reichstein and
Martin Rabel and
Matteo Giuliani and
Miguel D. Mahecha and
Oana{-}Iuliana Popescu and
Oscar J. Pellicer{-}Valero and
Said Ouala and
Sancho Salcedo{-}Sanz and
Sebastian Sippel and
Spyros Kondylatos and
Tamara Happ{\'{e}} and
Tristan Williams},
title = {{AI} for Extreme Event Modeling and Understanding: Methodologies and
Challenges},
journal = {CoRR},
volume = {abs/2406.20080},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2406.20080},
doi = {10.48550/ARXIV.2406.20080},
eprinttype = {arXiv},
eprint = {2406.20080},
timestamp = {Fri, 26 Jul 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2406-20080.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2408-02348,
author = {David Montero and
Guido Kraemer and
Anca Anghelea and
C{\'{e}}sar Aybar and
Gunnar Brandt and
Gustau Camps{-}Valls and
Felix Cremer and
Ida Flik and
Fabian Gans and
Sarah Habershon and
Chaonan Ji and
Teja Kattenborn and
Laura Mart{\'{\i}}nez{-}Ferrer and
Francesco Martinuzzi and
Martin Reinhardt and
Maximilian S{\"{o}}chting and
Khalil Teber and
Miguel D. Mahecha},
title = {Earth System Data Cubes: Avenues for advancing Earth system research},
journal = {CoRR},
volume = {abs/2408.02348},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2408.02348},
doi = {10.48550/ARXIV.2408.02348},
eprinttype = {arXiv},
eprint = {2408.02348},
timestamp = {Thu, 12 Sep 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2408-02348.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/RoncoC23,
author = {Michele Ronco and
Gustau Camps{-}Valls},
title = {Role of locality, fidelity and symmetry regularization in learning
explainable representations},
journal = {Neurocomputing},
volume = {562},
pages = {126884},
year = {2023},
url = {https://doi.org/10.1016/j.neucom.2023.126884},
doi = {10.1016/J.NEUCOM.2023.126884},
timestamp = {Sat, 08 Jun 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijon/RoncoC23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/lgrs/CelikITEC23,
author = {Mehmet Furkan Celik and
Mustafa Serkan Isik and
G{\"{u}}lsen Taskin and
Esra Erten and
Gustau Camps{-}Valls},
title = {Explainable Artificial Intelligence for Cotton Yield Prediction With
Multisource Data},
journal = {{IEEE} Geosci. Remote. Sens. Lett.},
volume = {20},
pages = {1--5},
year = {2023},
url = {https://doi.org/10.1109/LGRS.2023.3303643},
doi = {10.1109/LGRS.2023.3303643},
timestamp = {Mon, 06 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/lgrs/CelikITEC23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/lgrs/MateoSanchisAPMPC23,
author = {Anna Mateo{-}Sanchis and
Jos{\'{e}} E. Adsuara and
Maria Piles and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Adrian Perez{-}Suay and
Gustau Camps{-}Valls},
title = {Interpretable Long Short-Term Memory Networks for Crop Yield Estimation},
journal = {{IEEE} Geosci. Remote. Sens. Lett.},
volume = {20},
pages = {1--5},
year = {2023},
url = {https://doi.org/10.1109/LGRS.2023.3244064},
doi = {10.1109/LGRS.2023.3244064},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/lgrs/MateoSanchisAPMPC23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/SvendsenHMLMC23,
author = {Daniel Heestermans Svendsen and
Daniel Hern{\'{a}}ndez{-}Lobato and
Luca Martino and
Valero Laparra and
{\'{A}}lvaro Moreno{-}Mart{\'{\i}}nez and
Gustau Camps{-}Valls},
title = {Inference over radiative transfer models using variational and expectation
maximization methods},
journal = {Mach. Learn.},
volume = {112},
number = {3},
pages = {921--937},
year = {2023},
url = {https://doi.org/10.1007/s10994-021-05999-4},
doi = {10.1007/S10994-021-05999-4},
timestamp = {Sun, 04 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ml/SvendsenHMLMC23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/mlst/DiazVJC23,
author = {Emiliano Diaz and
Gherardo Varando and
Juan Emmanuel Johnson and
Gustau Camps{-}Valls},
title = {Learning latent functions for causal discovery},
journal = {Mach. Learn. Sci. Technol.},
volume = {4},
number = {3},
pages = {35004},
year = {2023},
url = {https://doi.org/10.1088/2632-2153/ace151},
doi = {10.1088/2632-2153/ACE151},
timestamp = {Fri, 22 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/mlst/DiazVJC23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/KapsLCGGE23,
author = {Arndt Kaps and
Axel Lauer and
Gustau Camps{-}Valls and
Pierre Gentine and
Luis G{\'{o}}mez{-}Chova and
Veronika Eyring},
title = {Machine-Learned Cloud Classes From Satellite Data for Process-Oriented
Climate Model Evaluation},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {61},
pages = {1--15},
year = {2023},
url = {https://doi.org/10.1109/TGRS.2023.3237008},
doi = {10.1109/TGRS.2023.3237008},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tgrs/KapsLCGGE23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/ServeraMVC23,
author = {Jorge Vicent Servera and
Luca Martino and
Jochem Verrelst and
Gustau Camps{-}Valls},
title = {Multifidelity Gaussian Process Emulation for Atmospheric Radiative
Transfer Models},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {61},
pages = {1--10},
year = {2023},
url = {https://doi.org/10.1109/TGRS.2023.3300460},
doi = {10.1109/TGRS.2023.3300460},
timestamp = {Thu, 31 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tgrs/ServeraMVC23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/TaskinYC23,
author = {G{\"{u}}lsen Taskin and
Emrullah Fatih Yetkin and
Gustau Camps{-}Valls},
title = {A Scalable Unsupervised Feature Selection With Orthogonal Graph Representation
for Hyperspectral Images},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {61},
pages = {1--13},
year = {2023},
url = {https://doi.org/10.1109/TGRS.2023.3284475},
doi = {10.1109/TGRS.2023.3284475},
timestamp = {Mon, 06 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tgrs/TaskinYC23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tmlr/Perez-SuayGLSC23,
author = {Adrian Perez{-}Suay and
Paula Gordaliza and
Jean{-}Michel Loubes and
Dino Sejdinovic and
Gustau Camps{-}Valls},
title = {Fair Kernel Regression through Cross-Covariance Operators},
journal = {Trans. Mach. Learn. Res.},
volume = {2023},
year = {2023},
url = {https://openreview.net/forum?id=MyQ1e1VQQ3},
timestamp = {Thu, 01 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tmlr/Perez-SuayGLSC23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccvw/PrapasBK0CP23,
author = {Ioannis Prapas and
Nikolaos{-}Ioannis Bountos and
Spyros Kondylatos and
Dimitrios Michail and
Gustau Camps{-}Valls and
Ioannis Papoutsis},
title = {TeleViT: Teleconnection-driven Transformers Improve Subseasonal to
Seasonal Wildfire Forecasting},
booktitle = {{IEEE/CVF} International Conference on Computer Vision, {ICCV} 2023
- Workshops, Paris, France, October 2-6, 2023},
pages = {3756--3761},
publisher = {{IEEE}},
year = {2023},
url = {https://doi.org/10.1109/ICCVW60793.2023.00404},
doi = {10.1109/ICCVW60793.2023.00404},
timestamp = {Wed, 10 Jan 2024 14:20:12 +0100},
biburl = {https://dblp.org/rec/conf/iccvw/PrapasBK0CP23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/CelikIEC23,
author = {Mehmet Furkan Celik and
Mustafa Serkan Isik and
Esra Erten and
Gustau Camps{-}Valls},
title = {Explainability of End and Mid-Season Cotton Yield Predictors In Conus},
booktitle = {{IEEE} International Geoscience and Remote Sensing Symposium, {IGARSS}
2023, Pasadena, CA, USA, July 16-21, 2023},
pages = {3538--3541},
publisher = {{IEEE}},
year = {2023},
url = {https://doi.org/10.1109/IGARSS52108.2023.10283252},
doi = {10.1109/IGARSS52108.2023.10283252},
timestamp = {Tue, 07 Nov 2023 16:21:25 +0100},
biburl = {https://dblp.org/rec/conf/igarss/CelikIEC23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/KondylatosPCP23,
author = {Spyridon Kondylatos and
Ioannis Prapas and
Gustau Camps{-}Valls and
Ioannis Papoutsis},
editor = {Alice Oh and
Tristan Naumann and
Amir Globerson and
Kate Saenko and
Moritz Hardt and
Sergey Levine},
title = {Mesogeos: {A} multi-purpose dataset for data-driven wildfire modeling
in the Mediterranean},
booktitle = {Advances in Neural Information Processing Systems 36: Annual Conference
on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans,
LA, USA, December 10 - 16, 2023},
year = {2023},
url = {http://papers.nips.cc/paper\_files/paper/2023/hash/9ee3ed2dd656402f954ef9dc37e39f48-Abstract-Datasets\_and\_Benchmarks.html},
timestamp = {Fri, 01 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/KondylatosPCP23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@misc{DBLP:data/10/BuesoPCM23,
author = {Diego Bueso and
Maria Piles and
Gustau Camps{-}Valls and
{\'{A}}lvaro Moreno{-}Mart{\'{\i}}nez},
title = {Satellite soil and vegetation water content data capturing main terrestrial
ecosystem changes (Version 1)},
publisher = {Zenodo},
year = {2023},
month = feb,
howpublished = {\url{https://doi.org/10.5281/zenodo.7660170}},
note = {Accessed on YYYY-MM-DD.},
url = {https://doi.org/10.5281/zenodo.7660170},
doi = {10.5281/ZENODO.7660170},
timestamp = {Fri, 19 Jul 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/data/10/BuesoPCM23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@misc{DBLP:data/10/JeggleNCL23a,
author = {Kai Jeggle and
David Neubauer and
Gustau Camps{-}Valls and
Ulrike Lohmann},
title = {Understanding cirrus clouds using explainable machine learning (Version
2.0)},
publisher = {Zenodo},
year = {2023},
month = jan,
howpublished = {\url{https://doi.org/10.5281/zenodo.7965381}},
note = {Accessed on YYYY-MM-DD.},
url = {https://doi.org/10.5281/zenodo.7965381},
doi = {10.5281/ZENODO.7965381},
timestamp = {Fri, 16 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/data/10/JeggleNCL23a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@misc{DBLP:data/10/JeggleNCL23,
author = {Kai Jeggle and
David Neubauer and
Gustau Camps{-}Valls and
Ulrike Lohmann},
title = {Understanding cirrus clouds using explainable machine learning (Version
1.0)},
publisher = {Zenodo},
year = {2023},
month = jan,
howpublished = {\url{https://doi.org/10.5281/zenodo.7590910}},
note = {Accessed on YYYY-MM-DD.},
url = {https://doi.org/10.5281/zenodo.7590910},
doi = {10.5281/ZENODO.7590910},
timestamp = {Fri, 16 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/data/10/JeggleNCL23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@misc{DBLP:data/10/JeggleNCL23b,
author = {Kai Jeggle and
David Neubauer and
Gustau Camps{-}Valls and
Ulrike Lohmann},
title = {Understanding cirrus clouds using explainable machine learning (Multiple
Versions)},
publisher = {Zenodo},
year = {2023},
howpublished = {\url{https://doi.org/10.5281/zenodo.7590909}},
note = {Accessed on YYYY-MM-DD.},
url = {https://doi.org/10.5281/zenodo.7590909},
doi = {10.5281/ZENODO.7590909},
timestamp = {Thu, 26 Sep 2024 04:13:25 +0200},
biburl = {https://dblp.org/rec/data/10/JeggleNCL23b.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@misc{DBLP:data/10/RoncoTMPMWEPC23,
author = {Michele Ronco and
Jos{\'{e}} Mar{\'{\i}}a T{\'{a}}rraga and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Maria Piles and
Eva Sevillano Marco and
Qiang Wang and
Maria Teresa Miranda Espinosa and
Sylvain Ponserre and
Gustau Camps{-}Valls},
title = {Exploring interactions between socioeconomic context and natural hazards
on human population displacement (Version 1)},
publisher = {Zenodo},
year = {2023},
month = nov,
howpublished = {\url{https://doi.org/10.5281/zenodo.10063853}},
note = {Accessed on YYYY-MM-DD.},
url = {https://doi.org/10.5281/zenodo.10063853},
doi = {10.5281/ZENODO.10063853},
timestamp = {Fri, 19 Jul 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/data/10/RoncoTMPMWEPC23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@misc{DBLP:data/10/ServeraMVC23,
author = {Jorge Vicent Servera and
Luca Martino and
Jochem Verrelst and
Gustau Camps{-}Valls},
title = {Multi-fidelity Gaussian Process Emulation for Atmospheric Radiative
Transfer Models (Version 1)},
publisher = {Zenodo},
year = {2023},
month = apr,
howpublished = {\url{https://doi.org/10.5281/zenodo.7826005}},
note = {Accessed on YYYY-MM-DD.},
url = {https://doi.org/10.5281/zenodo.7826005},
doi = {10.5281/ZENODO.7826005},
timestamp = {Fri, 19 Jul 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/data/10/ServeraMVC23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-02090,
author = {Kai Jeggle and
David Neubauer and
Gustau Camps{-}Valls and
Ulrike Lohmann},
title = {Understanding cirrus clouds using explainable machine learning},
journal = {CoRR},
volume = {abs/2305.02090},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2305.02090},
doi = {10.48550/ARXIV.2305.02090},
eprinttype = {arXiv},
eprint = {2305.02090},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2305-02090.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-08413,
author = {Devis Tuia and
Konrad Schindler and
Beg{\"{u}}m Demir and
Gustau Camps{-}Valls and
Xiao Xiang Zhu and
Mrinalini Kochupillai and
Saso Dzeroski and
Jan N. van Rijn and
Holger H. Hoos and
Fabio Del Frate and
Mihai Datcu and
Jorge{-}Arnulfo Quian{\'{e}}{-}Ruiz and
Volker Markl and
Bertrand Le Saux and
Rochelle Schneider},
title = {Artificial intelligence to advance Earth observation: a perspective},
journal = {CoRR},
volume = {abs/2305.08413},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2305.08413},
doi = {10.48550/ARXIV.2305.08413},
eprinttype = {arXiv},
eprint = {2305.08413},
timestamp = {Tue, 13 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2305-08413.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-13341,
author = {Gustau Camps{-}Valls and
Andreas Gerhardus and
Urmi Ninad and
Gherardo Varando and
Georg Martius and
Emili Balaguer{-}Ballester and
Ricardo Vinuesa and
Emiliano Diaz and
Laure Zanna and
Jakob Runge},
title = {Discovering Causal Relations and Equations from Data},
journal = {CoRR},
volume = {abs/2305.13341},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2305.13341},
doi = {10.48550/ARXIV.2305.13341},
eprinttype = {arXiv},
eprint = {2305.13341},
timestamp = {Wed, 24 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2305-13341.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-05144,
author = {Spyros Kondylatos and
Ioannis Prapas and
Gustau Camps{-}Valls and
Ioannis Papoutsis},
title = {Mesogeos: {A} multi-purpose dataset for data-driven wildfire modeling
in the Mediterranean},
journal = {CoRR},
volume = {abs/2306.05144},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2306.05144},
doi = {10.48550/ARXIV.2306.05144},
eprinttype = {arXiv},
eprint = {2306.05144},
timestamp = {Wed, 14 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2306-05144.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-10940,
author = {Ioannis Prapas and
Nikolaos{-}Ioannis Bountos and
Spyros Kondylatos and
Dimitrios Michail and
Gustau Camps{-}Valls and
Ioannis Papoutsis},
title = {TeleViT: Teleconnection-driven Transformers Improve Subseasonal to
Seasonal Wildfire Forecasting},
journal = {CoRR},
volume = {abs/2306.10940},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2306.10940},
doi = {10.48550/ARXIV.2306.10940},
eprinttype = {arXiv},
eprint = {2306.10940},
timestamp = {Fri, 23 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2306-10940.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2307-10703,
author = {V{\'{\i}}ctor Elvira and
Emilie Chouzenoux and
Jordi Cerd{\`{a}} and
Gustau Camps{-}Valls},
title = {Graphs in State-Space Models for Granger Causality in Climate Science},
journal = {CoRR},
volume = {abs/2307.10703},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2307.10703},
doi = {10.48550/ARXIV.2307.10703},
eprinttype = {arXiv},
eprint = {2307.10703},
timestamp = {Mon, 27 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2307-10703.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-11287,
author = {Jordi Cerd{\`{a}}{-}Bautista and
Jos{\'{e}} Mar{\'{\i}}a T{\'{a}}rraga and
Vasileios Sitokonstantinou and
Gustau Camps{-}Valls},
title = {Evaluating the Impact of Humanitarian Aid on Food Security},
journal = {CoRR},
volume = {abs/2310.11287},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2310.11287},
doi = {10.48550/ARXIV.2310.11287},
eprinttype = {arXiv},
eprint = {2310.11287},
timestamp = {Thu, 26 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2310-11287.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2312-04343,
author = {Ilias Tsoumas and
Vasileios Sitokonstantinou and
Georgios Giannarakis and
Evagelia Lampiri and
Christos Athanassiou and
Gustau Camps{-}Valls and
Charalampos Kontoes and
Ioannis Athanasiadis},
title = {Causality and Explainability for Trustworthy Integrated Pest Management},
journal = {CoRR},
volume = {abs/2312.04343},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2312.04343},
doi = {10.48550/ARXIV.2312.04343},
eprinttype = {arXiv},
eprint = {2312.04343},
timestamp = {Tue, 02 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2312-04343.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/lgrs/BlixRJC22,
author = {Katalin Blix and
Ana Belen Ruescas and
Juan Emmanuel Johnson and
Gustau Camps{-}Valls},
title = {Learning Relevant Features of Optical Water Types},
journal = {{IEEE} Geosci. Remote. Sens. Lett.},
volume = {19},
pages = {1--5},
year = {2022},
url = {https://doi.org/10.1109/LGRS.2021.3072049},
doi = {10.1109/LGRS.2021.3072049},
timestamp = {Sat, 25 Dec 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/lgrs/BlixRJC22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pr/LiPCS22,
author = {Zhu Li and
Adri{\'{a}}n P{\'{e}}rez{-}Suay and
Gustau Camps{-}Valls and
Dino Sejdinovic},
title = {Kernel dependence regularizers and Gaussian processes with applications
to algorithmic fairness},
journal = {Pattern Recognit.},
volume = {132},
pages = {108922},
year = {2022},
url = {https://doi.org/10.1016/j.patcog.2022.108922},
doi = {10.1016/J.PATCOG.2022.108922},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pr/LiPCS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/Camps-VallsCLMM22,
author = {Gustau Camps{-}Valls and
Manuel Campos{-}Taberner and
Valero Laparra and
Luca Martino and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}}},
title = {Retrieval of Physical Parameters With Deep Structured Kernel Regression},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {60},
pages = {1--10},
year = {2022},
url = {https://doi.org/10.1109/TGRS.2022.3211554},
doi = {10.1109/TGRS.2022.3211554},
timestamp = {Sun, 13 Nov 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tgrs/Camps-VallsCLMM22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/Padron-HidalgoL22,
author = {Jos{\'{e}} Antonio Padr{\'{o}}n{-}Hidalgo and
Valero Laparra and
Gustau Camps{-}Valls},
title = {Unsupervised Anomaly and Change Detection With Multivariate Gaussianization},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {60},
pages = {1--10},
year = {2022},
url = {https://doi.org/10.1109/TGRS.2021.3116186},
doi = {10.1109/TGRS.2021.3116186},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tgrs/Padron-HidalgoL22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/PilesMGCR22,
author = {Mar{\'{\i}}a Piles and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Alicia Guerrero{-}Curieses and
Gustau Camps{-}Valls and
Jos{\'{e}} Luis Rojo{-}{\'{A}}lvarez},
title = {Autocorrelation Metrics to Estimate Soil Moisture Persistence From
Satellite Time Series: Application to Semiarid Regions},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {60},
pages = {1--17},
year = {2022},
url = {https://doi.org/10.1109/TGRS.2021.3057928},
doi = {10.1109/TGRS.2021.3057928},
timestamp = {Sat, 25 Dec 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tgrs/PilesMGCR22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/ServeraCVMSBCM22,
author = {Jorge Vicent Servera and
Juan Pablo Rivera Caicedo and
Jochem Verrelst and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Neus Sabater and
B{\'{e}}atrice Berthelot and
Gustau Camps{-}Valls and
Jos{\'{e}} F. Moreno},
title = {Systematic Assessment of {MODTRAN} Emulators for Atmospheric Correction},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {60},
pages = {1--17},
year = {2022},
url = {https://doi.org/10.1109/TGRS.2021.3071376},
doi = {10.1109/TGRS.2021.3071376},
timestamp = {Sat, 08 Jan 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tgrs/ServeraCVMSBCM22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/SvendsenPMLMC22,
author = {Daniel Heestermans Svendsen and
Maria Piles and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
David Luengo and
Luca Martino and
Gustau Camps{-}Valls},
title = {Integrating Domain Knowledge in Data-Driven Earth Observation With
Process Convolutions},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {60},
pages = {1--15},
year = {2022},
url = {https://doi.org/10.1109/TGRS.2021.3059550},
doi = {10.1109/TGRS.2021.3059550},
timestamp = {Sat, 25 Dec 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tgrs/SvendsenPMLMC22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/TaskinC22,
author = {G{\"{u}}lsen Taskin and
Gustau Camps{-}Valls},
title = {Graph Embedding via High Dimensional Model Representation for Hyperspectral
Images},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {60},
pages = {1--11},
year = {2022},
url = {https://doi.org/10.1109/TGRS.2021.3133957},
doi = {10.1109/TGRS.2021.3133957},
timestamp = {Mon, 06 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tgrs/TaskinC22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nais/WickstromJLCMKJ22,
author = {Kristoffer Wickstr{\o}m and
Juan Emmanuel Johnson and
Sigurd L{\o}kse and
Gustau Camps{-}Valls and
Karl {\O}yvind Mikalsen and
Michael Kampffmeyer and
Robert Jenssen},
editor = {Evi Zouganeli and
Anis Yazidi and
Gustavo B. M. Mello and
Pedro G. Lind},
title = {The Kernelized Taylor Diagram},
booktitle = {Nordic Artificial Intelligence Research and Development - 4th Symposium
of the Norwegian {AI} Society, {NAIS} 2022, Oslo, Norway, May 31 -
June 1, 2022, Revised Selected Papers},
series = {Communications in Computer and Information Science},
volume = {1650},
pages = {125--131},
publisher = {Springer},
year = {2022},
url = {https://doi.org/10.1007/978-3-031-17030-0\_10},
doi = {10.1007/978-3-031-17030-0\_10},
timestamp = {Fri, 04 Aug 2023 21:51:41 +0200},
biburl = {https://dblp.org/rec/conf/nais/WickstromJLCMKJ22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/aistats/2022,
editor = {Gustau Camps{-}Valls and
Francisco J. R. Ruiz and
Isabel Valera},
title = {International Conference on Artificial Intelligence and Statistics,
{AISTATS} 2022, 28-30 March 2022, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {151},
publisher = {{PMLR}},
year = {2022},
url = {http://proceedings.mlr.press/v151/},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aistats/2022.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2204-03346,
author = {Daniel Heestermans Svendsen and
Daniel Hern{\'{a}}ndez{-}Lobato and
Luca Martino and
Valero Laparra and
{\'{A}}lvaro Moreno and
Gustau Camps{-}Valls},
title = {Inference over radiative transfer models using variational and expectation
maximization methods},
journal = {CoRR},
volume = {abs/2204.03346},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2204.03346},
doi = {10.48550/ARXIV.2204.03346},
eprinttype = {arXiv},
eprint = {2204.03346},
timestamp = {Tue, 12 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2204-03346.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2204-05699,
author = {Jos{\'{e}} Antonio Padr{\'{o}}n{-}Hidalgo and
Valero Laparra and
Gustau Camps{-}Valls},
title = {Unsupervised Anomaly and Change Detection with Multivariate Gaussianization},
journal = {CoRR},
volume = {abs/2204.05699},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2204.05699},
doi = {10.48550/ARXIV.2204.05699},
eprinttype = {arXiv},
eprint = {2204.05699},
timestamp = {Tue, 19 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2204-05699.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2205-08864,
author = {Kristoffer Wickstr{\o}m and
Juan Emmanuel Johnson and
Sigurd L{\o}kse and
Gustau Camps{-}Valls and
Karl {\O}yvind Mikalsen and
Michael Kampffmeyer and
Robert Jenssen},
title = {The Kernelized Taylor Diagram},
journal = {CoRR},
volume = {abs/2205.08864},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2205.08864},
doi = {10.48550/ARXIV.2205.08864},
eprinttype = {arXiv},
eprint = {2205.08864},
timestamp = {Tue, 24 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2205-08864.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2212-07635,
author = {Diego Bueso and
Maria Piles and
Gustavo Camps{-}Valls},
title = {Let's consider more general nonlinear approaches to study teleconnections
of climate variables},
journal = {CoRR},
volume = {abs/2212.07635},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2212.07635},
doi = {10.48550/ARXIV.2212.07635},
eprinttype = {arXiv},
eprint = {2212.07635},
timestamp = {Sun, 04 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2212-07635.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aeog/Mateo-SanchisPA21,
author = {Anna Mateo{-}Sanchis and
Maria Piles and
Julia Amor{\'{o}}s{-}L{\'{o}}pez and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Jos{\'{e}} E. Adsuara and
{\'{A}}lvaro Moreno{-}Mart{\'{\i}}nez and
Gustau Camps{-}Valls},
title = {Learning main drivers of crop progress and failure in Europe with
interpretable machine learning},
journal = {Int. J. Appl. Earth Obs. Geoinformation},
volume = {104},
pages = {102574},
year = {2021},
url = {https://doi.org/10.1016/j.jag.2021.102574},
doi = {10.1016/J.JAG.2021.102574},
timestamp = {Sun, 04 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/aeog/Mateo-SanchisPA21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/dsp/LlorenteMDC21,
author = {Fernando Llorente and
Luca Martino and
David Delgado{-}G{\'{o}}mez and
Gustavo Camps{-}Valls},
title = {Deep importance sampling based on regression for model inversion and
emulation},
journal = {Digit. Signal Process.},
volume = {116},
pages = {103104},
year = {2021},
url = {https://doi.org/10.1016/j.dsp.2021.103104},
doi = {10.1016/J.DSP.2021.103104},
timestamp = {Sun, 04 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/dsp/LlorenteMDC21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/lgrs/Martinez-Ferrer21,
author = {Laura Mart{\'{\i}}nez{-}Ferrer and
Maria Piles and
Gustau Camps{-}Valls},
title = {Crop Yield Estimation and Interpretability With Gaussian Processes},
journal = {{IEEE} Geosci. Remote. Sens. Lett.},
volume = {18},
number = {12},
pages = {2043--2047},
year = {2021},
url = {https://doi.org/10.1109/LGRS.2020.3016140},
doi = {10.1109/LGRS.2020.3016140},
timestamp = {Sat, 25 Dec 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/lgrs/Martinez-Ferrer21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/lgrs/Padron-HidalgoP21,
author = {Jos{\'{e}} Antonio Padr{\'{o}}n{-}Hidalgo and
Adri{\'{a}}n P{\'{e}}rez{-}Suay and
Fatih Nar and
Gustau Camps{-}Valls},
title = {Efficient Nonlinear {RX} Anomaly Detectors},
journal = {{IEEE} Geosci. Remote. Sens. Lett.},
volume = {18},
number = {2},
pages = {231--235},
year = {2021},
url = {https://doi.org/10.1109/LGRS.2020.2970582},
doi = {10.1109/LGRS.2020.2970582},
timestamp = {Fri, 19 Feb 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/lgrs/Padron-HidalgoP21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/taes/MartinoELC21,
author = {Luca Martino and
V{\'{\i}}ctor Elvira and
Javier L{\'{o}}pez{-}Santiago and
Gustau Camps{-}Valls},
title = {Compressed Particle Methods for Expensive Models With Application
in Astronomy and Remote Sensing},
journal = {{IEEE} Trans. Aerosp. Electron. Syst.},
volume = {57},
number = {5},
pages = {2607--2621},
year = {2021},
url = {https://doi.org/10.1109/TAES.2021.3061791},
doi = {10.1109/TAES.2021.3061791},
timestamp = {Wed, 15 Dec 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/taes/MartinoELC21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Camps-VallsSCMP21,
author = {Gustau Camps{-}Valls and
Daniel H. Svendsen and
Jordi Cort{\'{e}}s{-}Andr{\'{e}}s and
{\'{A}}lvaro Moreno{-}Mart{\'{\i}}nez and
Adri{\'{a}}n P{\'{e}}rez{-}Suay and
Jos{\'{e}} E. Adsuara and
Irene Mart{\'{\i}}n and
Maria Piles and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Luca Martino},
title = {Physics-Aware Machine Learning for Geosciences and Remote Sensing},
booktitle = {{IEEE} International Geoscience and Remote Sensing Symposium, {IGARSS}
2021, Brussels, Belgium, July 11-16, 2021},
pages = {2086--2089},
publisher = {{IEEE}},
year = {2021},
url = {https://doi.org/10.1109/IGARSS47720.2021.9554521},
doi = {10.1109/IGARSS47720.2021.9554521},
timestamp = {Sun, 04 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/Camps-VallsSCMP21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Fernandez-Moran21,
author = {Roberto Fernandez{-}Moran and
Mar{\'{\i}}a Piles and
Gustau Camps{-}Valls and
Jean{-}Pierre Wigneron and
Xiaojun Li and
Mengjia Wang and
Lei Fan and
Amen Al{-}Yaari and
Luis G{\'{o}}mez{-}Chova},
title = {Towards a Better Understanding of Effective Temperature Modelling
in the {SMOS-IC} Retrieval Algorithm},
booktitle = {{IEEE} International Geoscience and Remote Sensing Symposium, {IGARSS}
2021, Brussels, Belgium, July 11-16, 2021},
pages = {6221--6224},
publisher = {{IEEE}},
year = {2021},
url = {https://doi.org/10.1109/IGARSS47720.2021.9553065},
doi = {10.1109/IGARSS47720.2021.9553065},
timestamp = {Sun, 04 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/Fernandez-Moran21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Izquierdo-Verdiguier21,
author = {Emma Izquierdo{-}Verdiguier and
{\'{A}}lvaro Moreno{-}Mart{\'{\i}}nez and
Jos{\'{e}} E. Adsuara and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Gustau Camps{-}Valls and
Marco P. Maneta and
John S. Kimball and
Nicholas Clinton and
Steven W. Running},
title = {Global Upscaling of the {MODIS} Land Cover with Google Earth Engine
and Landsat Data},
booktitle = {{IEEE} International Geoscience and Remote Sensing Symposium, {IGARSS}
2021, Brussels, Belgium, July 11-16, 2021},
pages = {309--312},
publisher = {{IEEE}},
year = {2021},
url = {https://doi.org/10.1109/IGARSS47720.2021.9554790},
doi = {10.1109/IGARSS47720.2021.9554790},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/igarss/Izquierdo-Verdiguier21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/PilesMMCWRM21,
author = {Maria Piles and
Anna Mateo{-}Sanchis and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Gustau Camps{-}Valls and
Fran{\c{c}}ois Waldner and
Felix Rembold and
Michele Meroni},
title = {Global Cropland Yield Monitoring with Gaussian Processes},
booktitle = {{IEEE} International Geoscience and Remote Sensing Symposium, {IGARSS}
2021, Brussels, Belgium, July 11-16, 2021},
pages = {180--183},
publisher = {{IEEE}},
year = {2021},
url = {https://doi.org/10.1109/IGARSS47720.2021.9554315},
doi = {10.1109/IGARSS47720.2021.9554315},
timestamp = {Sun, 04 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/PilesMMCWRM21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/ws/21/Camps-Valls21,
author = {Gustau Camps{-}Valls},
editor = {Zhenghua Chen and
Min Wu and
Xiaoli Li},
title = {Perspective on Deep Learning for Earth Sciences},
booktitle = {Generalization with Deep Learning: For Improvement on Sensing Capability},
pages = {159--173},
publisher = {WorldScientific},
year = {2021},
url = {https://doi.org/10.1142/9789811218842\_0007},
doi = {10.1142/9789811218842\_0007},
timestamp = {Tue, 21 Mar 2023 20:50:54 +0100},
biburl = {https://dblp.org/rec/books/ws/21/Camps-Valls21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2101-02505,
author = {Ana B. Ruescas and
Martin Hieronymi and
Sampsa S. Koponen and
Kari Y. Kallio and
Gustau Camps{-}Valls},
title = {Retrieval of Coloured Dissolved Organic Matter with Machine Learning
Methods},
journal = {CoRR},
volume = {abs/2101.02505},
year = {2021},
url = {https://arxiv.org/abs/2101.02505},
eprinttype = {arXiv},
eprint = {2101.02505},
timestamp = {Sun, 24 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2101-02505.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2104-05107,
author = {Devis Tuia and
Ribana Roscher and
Jan Dirk Wegner and
Nathan Jacobs and
Xiao Xiang Zhu and
Gustau Camps{-}Valls},
title = {Towards a Collective Agenda on {AI} for Earth Science Data Analysis},
journal = {CoRR},
volume = {abs/2104.05107},
year = {2021},
url = {https://arxiv.org/abs/2104.05107},
eprinttype = {arXiv},
eprint = {2104.05107},
timestamp = {Tue, 13 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2104-05107.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2104-07803,
author = {Devis Tuia and
Michele Volpi and
Maxime Trolliet and
Gustau Camps{-}Valls},
title = {Semisupervised Manifold Alignment of Multimodal Remote Sensing Images},
journal = {CoRR},
volume = {abs/2104.07803},
year = {2021},
url = {https://arxiv.org/abs/2104.07803},
eprinttype = {arXiv},
eprint = {2104.07803},
timestamp = {Mon, 19 Apr 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2104-07803.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2104-08134,
author = {Daniel Heestermans Svendsen and
Maria Piles and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
David Luengo and
Luca Martino and
Gustau Camps{-}Valls},
title = {Integrating Domain Knowledge in Data-driven Earth Observation with
Process Convolutions},
journal = {CoRR},
volume = {abs/2104.08134},
year = {2021},
url = {https://arxiv.org/abs/2104.08134},
eprinttype = {arXiv},
eprint = {2104.08134},
timestamp = {Mon, 19 Apr 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2104-08134.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2104-10638,
author = {Daniel Heestermans Svendsen and
Pablo Morales{-}Alvarez and
Ana Belen Ruescas and
Rafael Molina and
Gustau Camps{-}Valls},
title = {Deep Gaussian Processes for Biogeophysical Parameter Retrieval and
Model Inversion},
journal = {CoRR},
volume = {abs/2104.10638},
year = {2021},
url = {https://arxiv.org/abs/2104.10638},
eprinttype = {arXiv},
eprint = {2104.10638},
timestamp = {Tue, 27 Apr 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2104-10638.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2107-08465,
author = {Luca Martino and
V{\'{\i}}ctor Elvira and
Javier L{\'{o}}pez{-}Santiago and
Gustau Camps{-}Valls},
title = {Compressed particle methods for expensive models with application
in Astronomy and Remote Sensing},
journal = {CoRR},
volume = {abs/2107.08465},
year = {2021},
url = {https://arxiv.org/abs/2107.08465},
eprinttype = {arXiv},
eprint = {2107.08465},
timestamp = {Thu, 22 Jul 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2107-08465.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2111-02736,
author = {Ioannis Prapas and
Spyros Kondylatos and
Ioannis Papoutsis and
Gustau Camps{-}Valls and
Michele Ronco and
Miguel{-}{\'{A}}ngel Fern{\'{a}}ndez{-}Torres and
Maria Piles Guillem and
Nuno Carvalhais},
title = {Deep Learning Methods for Daily Wildfire Danger Forecasting},
journal = {CoRR},
volume = {abs/2111.02736},
year = {2021},
url = {https://arxiv.org/abs/2111.02736},
eprinttype = {arXiv},
eprint = {2111.02736},
timestamp = {Fri, 05 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2111-02736.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2111-14680,
author = {G{\"{u}}lsen Taskin and
Gustau Camps{-}Valls},
title = {Graph Embedding via High Dimensional Model Representation for Hyperspectral
Images},
journal = {CoRR},
volume = {abs/2111.14680},
year = {2021},
url = {https://arxiv.org/abs/2111.14680},
eprinttype = {arXiv},
eprint = {2111.14680},
timestamp = {Mon, 06 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2111-14680.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2112-11367,
author = {Claudio Persello and
Jan Dirk Wegner and
Ronny H{\"{a}}nsch and
Devis Tuia and
Pedram Ghamisi and
Mila Koeva and
Gustau Camps{-}Valls},
title = {Deep Learning and Earth Observation to Support the Sustainable Development
Goals},
journal = {CoRR},
volume = {abs/2112.11367},
year = {2021},
url = {https://arxiv.org/abs/2112.11367},
eprinttype = {arXiv},
eprint = {2112.11367},
timestamp = {Tue, 04 Jan 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2112-11367.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aeog/BergerVFHWMC20,
author = {Katja Berger and
Jochem Verrelst and
Jean{-}Baptiste F{\'{e}}ret and
Tobias Hank and
Matthias Wocher and
Wolfram Mauser and
Gustau Camps{-}Valls},
title = {Retrieval of aboveground crop nitrogen content with a hybrid machine
learning method},
journal = {Int. J. Appl. Earth Obs. Geoinformation},
volume = {92},
pages = {102174},
year = {2020},
url = {https://doi.org/10.1016/j.jag.2020.102174},
doi = {10.1016/J.JAG.2020.102174},
timestamp = {Wed, 07 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/aeog/BergerVFHWMC20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/inffus/Salcedo-SanzGPW20,
author = {Sancho Salcedo{-}Sanz and
Pedram Ghamisi and
Mar{\'{\i}}a Piles and
Martin Werner and
Lucas Cuadra and
{\'{A}}lvaro Moreno{-}Mart{\'{\i}}nez and
Emma Izquierdo{-}Verdiguier and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Amirhosein Mosavi and
Gustau Camps{-}Valls},
title = {Machine learning information fusion in Earth observation: {A} comprehensive
review of methods, applications and data sources},
journal = {Inf. Fusion},
volume = {63},
pages = {256--272},
year = {2020},
url = {https://doi.org/10.1016/j.inffus.2020.07.004},
doi = {10.1016/J.INFFUS.2020.07.004},
timestamp = {Sun, 04 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/inffus/Salcedo-SanzGPW20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/lgrs/JohnsonLC20,
author = {Juan Emmanuel Johnson and
Valero Laparra and
Gustau Camps{-}Valls},
title = {Accounting for Input Noise in Gaussian Process Parameter Retrieval},
journal = {{IEEE} Geosci. Remote. Sens. Lett.},
volume = {17},
number = {3},
pages = {391--395},
year = {2020},
url = {https://doi.org/10.1109/LGRS.2019.2921476},
doi = {10.1109/LGRS.2019.2921476},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/lgrs/JohnsonLC20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pr/SvendsenMC20,
author = {Daniel Heestermans Svendsen and
Luca Martino and
Gustau Camps{-}Valls},
title = {Active emulation of computer codes with Gaussian processes - Application
to remote sensing},
journal = {Pattern Recognit.},
volume = {100},
pages = {107103},
year = {2020},
url = {https://doi.org/10.1016/j.patcog.2019.107103},
doi = {10.1016/J.PATCOG.2019.107103},
timestamp = {Sat, 05 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pr/SvendsenMC20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/staeors/Padron-HidalgoP20,
author = {Jos{\'{e}} Antonio Padr{\'{o}}n{-}Hidalgo and
Adri{\'{a}}n P{\'{e}}rez{-}Suay and
Fatih Nar and
Valero Laparra and
Gustau Camps{-}Valls},
title = {Efficient Kernel Cook's Distance for Remote Sensing Anomalous Change
Detection},
journal = {{IEEE} J. Sel. Top. Appl. Earth Obs. Remote. Sens.},
volume = {13},
pages = {5480--5488},
year = {2020},
url = {https://doi.org/10.1109/JSTARS.2020.3020913},
doi = {10.1109/JSTARS.2020.3020913},
timestamp = {Thu, 23 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/staeors/Padron-HidalgoP20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/BuesoPC20,
author = {Diego Bueso and
Maria Piles and
Gustau Camps{-}Valls},
title = {Nonlinear {PCA} for Spatio-Temporal Analysis of Earth Observation
Data},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {58},
number = {8},
pages = {5752--5763},
year = {2020},
url = {https://doi.org/10.1109/TGRS.2020.2969813},
doi = {10.1109/TGRS.2020.2969813},
timestamp = {Thu, 06 Aug 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tgrs/BuesoPC20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icassp/MartinoEC20,
author = {Luca Martino and
V{\'{\i}}ctor Elvira and
Gustau Camps{-}Valls},
title = {Particle Group Metropolis Methods for Tracking the Leaf Area Index},
booktitle = {2020 {IEEE} International Conference on Acoustics, Speech and Signal
Processing, {ICASSP} 2020, Barcelona, Spain, May 4-8, 2020},
pages = {5865--5869},
publisher = {{IEEE}},
year = {2020},
url = {https://doi.org/10.1109/ICASSP40776.2020.9053962},
doi = {10.1109/ICASSP40776.2020.9053962},
timestamp = {Thu, 23 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icassp/MartinoEC20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icassp/MartinoS0C20,
author = {Luca Martino and
Daniel Heestermans Svendsen and
Jorge Vicent and
Gustau Camps{-}Valls},
title = {Adaptive Sequential Interpolator Using Active Learning for Efficient
Emulation of Complex Systems},
booktitle = {2020 {IEEE} International Conference on Acoustics, Speech and Signal
Processing, {ICASSP} 2020, Barcelona, Spain, May 4-8, 2020},
pages = {3577--3581},
publisher = {{IEEE}},
year = {2020},
url = {https://doi.org/10.1109/ICASSP40776.2020.9053372},
doi = {10.1109/ICASSP40776.2020.9053372},
timestamp = {Thu, 23 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icassp/MartinoS0C20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/AdsuaraPMCKRM20,
author = {Jos{\'{e}} E. Adsuara and
Adri{\'{a}}n P{\'{e}}rez{-}Suay and
{\'{A}}lvaro Moreno{-}Mart{\'{\i}}nez and
Gustau Camps{-}Valls and
Guido Kraemer and
Markus Reichstein and
Miguel D. Mahecha},
title = {Discovering Differential Equations from Earth Observation Data},
booktitle = {{IEEE} International Geoscience and Remote Sensing Symposium, {IGARSS}
2020, Waikoloa, HI, USA, September 26 - October 2, 2020},
pages = {3999--4002},
publisher = {{IEEE}},
year = {2020},
url = {https://doi.org/10.1109/IGARSS39084.2020.9324639},
doi = {10.1109/IGARSS39084.2020.9324639},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/AdsuaraPMCKRM20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Camps-VallsRZT20,
author = {Gustau Camps{-}Valls and
Markus Reichstein and
Xiaoxiang Zhu and
Devis Tuia},
title = {{ADVANCING} {DEEP} {LEARNING} {FOR} {EARTH} {SCIENCES:} {FROM} {HYBRID}
{MODELING} {TO} {INTERPRETABILITY}},
booktitle = {{IEEE} International Geoscience and Remote Sensing Symposium, {IGARSS}
2020, Waikoloa, HI, USA, September 26 - October 2, 2020},
pages = {3979--3982},
publisher = {{IEEE}},
year = {2020},
url = {https://doi.org/10.1109/IGARSS39084.2020.9323558},
doi = {10.1109/IGARSS39084.2020.9323558},
timestamp = {Tue, 13 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/igarss/Camps-VallsRZT20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Moreno-Martinez20,
author = {{\'{A}}lvaro Moreno{-}Mart{\'{\i}}nez and
Emma Izquierdo{-}Verdiguier and
Gustau Camps{-}Valls and
Marco P. Maneta and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Nathaniel P. Robinson and
Jos{\'{e}} E. Adsuara and
Manuel Campos and
F. Javier Garc{\'{\i}}a{-}Haro and
Adri{\'{a}}n P{\'{e}}rez{-}Suay and
Nicholas Clinton and
John S. Kimball and
Steven W. Running},
title = {Down-Scaling Modis Vegetation Products with Landsat {GAP} Filled Surface
Reflectance in Google Earth Engine},
booktitle = {{IEEE} International Geoscience and Remote Sensing Symposium, {IGARSS}
2020, Waikoloa, HI, USA, September 26 - October 2, 2020},
pages = {2320--2323},
publisher = {{IEEE}},
year = {2020},
url = {https://doi.org/10.1109/IGARSS39084.2020.9324007},
doi = {10.1109/IGARSS39084.2020.9324007},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/igarss/Moreno-Martinez20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Perez-SuayAPMDM20,
author = {Adri{\'{a}}n P{\'{e}}rez{-}Suay and
Jos{\'{e}} E. Adsuara and
Mar{\'{\i}}a Piles and
Laura Mart{\'{\i}}nez{-}Ferrer and
Emiliano Diaz and
{\'{A}}lvaro Moreno{-}Mart{\'{\i}}nez and
Gustau Camps{-}Valls},
title = {Interpretability of Recurrent Neural Networks in Remote Sensing},
booktitle = {{IEEE} International Geoscience and Remote Sensing Symposium, {IGARSS}
2020, Waikoloa, HI, USA, September 26 - October 2, 2020},
pages = {3991--3994},
publisher = {{IEEE}},
year = {2020},
url = {https://doi.org/10.1109/IGARSS39084.2020.9323898},
doi = {10.1109/IGARSS39084.2020.9323898},
timestamp = {Sun, 04 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/Perez-SuayAPMDM20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/TaskinC20,
author = {G{\"{u}}lsen Taskin and
Gustau Camps{-}Valls},
title = {Manifold Learning with High Dimensional Model Representations},
booktitle = {{IEEE} International Geoscience and Remote Sensing Symposium, {IGARSS}
2020, Waikoloa, HI, USA, September 26 - October 2, 2020},
pages = {1675--1678},
publisher = {{IEEE}},
year = {2020},
url = {https://doi.org/10.1109/IGARSS39084.2020.9324215},
doi = {10.1109/IGARSS39084.2020.9324215},
timestamp = {Mon, 06 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/igarss/TaskinC20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2005-09907,
author = {Juan Emmanuel Johnson and
Valero Laparra and
Gustau Camps{-}Valls},
title = {Accounting for Input Noise in Gaussian Process Parameter Retrieval},
journal = {CoRR},
volume = {abs/2005.09907},
year = {2020},
url = {https://arxiv.org/abs/2005.09907},
eprinttype = {arXiv},
eprint = {2005.09907},
timestamp = {Mon, 26 Oct 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2005-09907.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2007-01238,
author = {Gustau Camps{-}Valls and
Dino Sejdinovic and
Jakob Runge and
Markus Reichstein},
title = {A Perspective on Gaussian Processes for Earth Observation},
journal = {CoRR},
volume = {abs/2007.01238},
year = {2020},
url = {https://arxiv.org/abs/2007.01238},
eprinttype = {arXiv},
eprint = {2007.01238},
timestamp = {Mon, 06 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2007-01238.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2007-14706,
author = {Juan Emmanuel Johnson and
Valero Laparra and
Adri{\'{a}}n P{\'{e}}rez{-}Suay and
Miguel D. Mahecha and
Gustau Camps{-}Valls},
title = {Kernel Methods and their derivatives: Concept and perspectives for
the Earth system sciences},
journal = {CoRR},
volume = {abs/2007.14706},
year = {2020},
url = {https://arxiv.org/abs/2007.14706},
eprinttype = {arXiv},
eprint = {2007.14706},
timestamp = {Mon, 26 Oct 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2007-14706.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2010-03807,
author = {Valero Laparra and
Juan Emmanuel Johnson and
Gustau Camps{-}Valls and
Ra{\'{u}}l Santos{-}Rodr{\'{\i}}guez and
Jesus Malo},
title = {Information Theory Measures via Multidimensional Gaussianization},
journal = {CoRR},
volume = {abs/2010.03807},
year = {2020},
url = {https://arxiv.org/abs/2010.03807},
eprinttype = {arXiv},
eprint = {2010.03807},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2010-03807.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2010-09031,
author = {Gustau Camps{-}Valls and
Daniel H. Svendsen and
Jordi Cort{\'{e}}s{-}Andr{\'{e}}s and
{\'{A}}lvaro Moreno{-}Mart{\'{\i}}nez and
Adri{\'{a}}n P{\'{e}}rez{-}Suay and
Jos{\'{e}} E. Adsuara and
Irene Mart{\'{\i}}n and
Maria Piles and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Luca Martino},
title = {Living in the Physics and Machine Learning Interplay for Earth Observation},
journal = {CoRR},
volume = {abs/2010.09031},
year = {2020},
url = {https://arxiv.org/abs/2010.09031},
eprinttype = {arXiv},
eprint = {2010.09031},
timestamp = {Wed, 21 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2010-09031.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2010-10346,
author = {Fernando Llorente and
Luca Martino and
David Delgado and
Gustau Camps{-}Valls},
title = {Deep Importance Sampling based on Regression for Model Inversion and
Emulation},
journal = {CoRR},
volume = {abs/2010.10346},
year = {2020},
url = {https://arxiv.org/abs/2010.10346},
eprinttype = {arXiv},
eprint = {2010.10346},
timestamp = {Wed, 09 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2010-10346.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-01012,
author = {Juan Emmanuel Johnson and
Valero Laparra and
Gustau Camps{-}Valls and
Ra{\'{u}}l Santos{-}Rodr{\'{\i}}guez and
Jes{\'{u}}s Malo},
title = {Information Theory in Density Destructors},
journal = {CoRR},
volume = {abs/2012.01012},
year = {2020},
url = {https://arxiv.org/abs/2012.01012},
eprinttype = {arXiv},
eprint = {2012.01012},
timestamp = {Fri, 04 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-01012.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-02998,
author = {Luca Pipia and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Eatidal Amin and
Santiago Belda and
Gustau Camps{-}Valls and
Jochem Verrelst},
title = {Fusing Optical and {SAR} time series for {LAI} gap filling with multioutput
Gaussian processes},
journal = {CoRR},
volume = {abs/2012.02998},
year = {2020},
url = {https://arxiv.org/abs/2012.02998},
eprinttype = {arXiv},
eprint = {2012.02998},
timestamp = {Wed, 09 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-02998.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-03338,
author = {Miguel Morata{-}Dolz and
Diego Bueso and
Maria Piles and
Gustau Camps{-}Valls},
title = {Understanding Climate Impacts on Vegetation with Gaussian Processes
in Granger Causality},
journal = {CoRR},
volume = {abs/2012.03338},
year = {2020},
url = {https://arxiv.org/abs/2012.03338},
eprinttype = {arXiv},
eprint = {2012.03338},
timestamp = {Wed, 09 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-03338.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-03630,
author = {Adri{\'{a}}n P{\'{e}}rez{-}Suay and
Julia Amor{\'{o}}s{-}L{\'{o}}pez and
Luis G{\'{o}}mez{-}Chova and
Valero Laparra and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Gustau Camps{-}Valls},
title = {Randomized kernels for large scale Earth observation applications},
journal = {CoRR},
volume = {abs/2012.03630},
year = {2020},
url = {https://arxiv.org/abs/2012.03630},
eprinttype = {arXiv},
eprint = {2012.03630},
timestamp = {Wed, 09 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-03630.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-04468,
author = {Jochem Verrelst and
Sara Dethier and
Juan Pablo Rivera and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Gustau Camps{-}Valls and
Jos{\'{e}} F. Moreno},
title = {Active Learning Methods for Efficient Hybrid Biophysical Variable
Retrieval},
journal = {CoRR},
volume = {abs/2012.04468},
year = {2020},
url = {https://arxiv.org/abs/2012.04468},
eprinttype = {arXiv},
eprint = {2012.04468},
timestamp = {Wed, 09 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-04468.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-04469,
author = {Devis Tuia and
Diego Marcos and
Gustau Camps{-}Valls},
title = {Multi-temporal and multi-source remote sensing image classification
by nonlinear relative normalization},
journal = {CoRR},
volume = {abs/2012.04469},
year = {2020},
url = {https://arxiv.org/abs/2012.04469},
eprinttype = {arXiv},
eprint = {2012.04469},
timestamp = {Wed, 09 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-04469.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-04495,
author = {Ana B. Ruescas and
Gonzalo Mateo{-}Garcia and
Gustau Camps{-}Valls and
Martin Hieronymi},
title = {Retrieval of Case 2 Water Quality Parameters with Machine Learning},
journal = {CoRR},
volume = {abs/2012.04495},
year = {2020},
url = {https://arxiv.org/abs/2012.04495},
eprinttype = {arXiv},
eprint = {2012.04495},
timestamp = {Wed, 09 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-04495.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-04598,
author = {Jorge Vicent and
Luis Alonso and
Luca Martino and
Neus Sabater and
Jochem Verrelst and
Gustau Camps{-}Valls},
title = {Gradient-based Automatic Look-Up Table Generator for Atmospheric Radiative
Transfer Models},
journal = {CoRR},
volume = {abs/2012.04598},
year = {2020},
url = {https://arxiv.org/abs/2012.04598},
eprinttype = {arXiv},
eprint = {2012.04598},
timestamp = {Thu, 10 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-04598.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-04920,
author = {Jos{\'{e}} Antonio Padr{\'{o}}n{-}Hidalgo and
Valero Laparra and
Nathan Longbotham and
Gustau Camps{-}Valls},
title = {Kernel Anomalous Change Detection for Remote Sensing Imagery},
journal = {CoRR},
volume = {abs/2012.04920},
year = {2020},
url = {https://arxiv.org/abs/2012.04920},
eprinttype = {arXiv},
eprint = {2012.04920},
timestamp = {Sat, 02 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-04920.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-04922,
author = {Emiliano Diaz and
Adri{\'{a}}n P{\'{e}}rez{-}Suay and
Valero Laparra and
Gustau Camps{-}Valls},
title = {Consistent regression of biophysical parameters with kernel methods},
journal = {CoRR},
volume = {abs/2012.04922},
year = {2020},
url = {https://arxiv.org/abs/2012.04922},
eprinttype = {arXiv},
eprint = {2012.04922},
timestamp = {Tue, 05 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-04922.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-04947,
author = {Juan Emmanuel Johnson and
Valero Laparra and
Gustau Camps{-}Valls},
title = {Disentangling Derivatives, Uncertainty and Error in Gaussian Process
Models},
journal = {CoRR},
volume = {abs/2012.04947},
year = {2020},
url = {https://arxiv.org/abs/2012.04947},
eprinttype = {arXiv},
eprint = {2012.04947},
timestamp = {Tue, 05 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-04947.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-05043,
author = {Katja Berger and
Jochem Verrelst and
Jean{-}Baptiste F{\'{e}}ret and
Tobias Hank and
Matthias Wocher and
Wolfram Mauser and
Gustau Camps{-}Valls},
title = {Retrieval of aboveground crop nitrogen content with a hybrid machine
learning method},
journal = {CoRR},
volume = {abs/2012.05043},
year = {2020},
url = {https://arxiv.org/abs/2012.05043},
eprinttype = {arXiv},
eprint = {2012.05043},
timestamp = {Wed, 07 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-05043.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-05150,
author = {Adri{\'{a}}n P{\'{e}}rez{-}Suay and
Gustau Camps{-}Valls},
title = {Causal Inference in Geoscience and Remote Sensing from Observational
Data},
journal = {CoRR},
volume = {abs/2012.05150},
year = {2020},
url = {https://arxiv.org/abs/2012.05150},
eprinttype = {arXiv},
eprint = {2012.05150},
timestamp = {Tue, 05 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-05150.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-05325,
author = {Gonzalo Mateo{-}Garc{\'{\i}}a and
Luis G{\'{o}}mez{-}Chova and
Gustau Camps{-}Valls},
title = {Convolutional Neural Networks for Multispectral Image Cloud Masking},
journal = {CoRR},
volume = {abs/2012.05325},
year = {2020},
url = {https://arxiv.org/abs/2012.05325},
eprinttype = {arXiv},
eprint = {2012.05325},
timestamp = {Sat, 02 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-05325.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-05795,
author = {Sancho Salcedo{-}Sanz and
Pedram Ghamisi and
Maria Piles and
Martin Werner and
Lucas Cuadra and
{\'{A}}lvaro Moreno{-}Mart{\'{\i}}nez and
Emma Izquierdo{-}Verdiguier and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Amirhosein Mosavi and
Gustau Camps{-}Valls},
title = {Machine Learning Information Fusion in Earth Observation: {A} Comprehensive
Review of Methods, Applications and Data Sources},
journal = {CoRR},
volume = {abs/2012.05795},
year = {2020},
url = {https://arxiv.org/abs/2012.05795},
eprinttype = {arXiv},
eprint = {2012.05795},
timestamp = {Mon, 07 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-05795.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-05799,
author = {Jos{\'{e}} Antonio Padr{\'{o}}n{-}Hidalgo and
Adri{\'{a}}n P{\'{e}}rez{-}Suay and
Fatih Nar and
Gustau Camps{-}Valls},
title = {Efficient Nonlinear {RX} Anomaly Detectors},
journal = {CoRR},
volume = {abs/2012.05799},
year = {2020},
url = {https://arxiv.org/abs/2012.05799},
eprinttype = {arXiv},
eprint = {2012.05799},
timestamp = {Sat, 02 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-05799.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-05839,
author = {David Malmgren{-}Hansen and
Valero Laparra and
Allan Aasbjerg Nielsen and
Gustau Camps{-}Valls},
title = {Spatial noise-aware temperature retrieval from infrared sounder data},
journal = {CoRR},
volume = {abs/2012.05839},
year = {2020},
url = {https://arxiv.org/abs/2012.05839},
eprinttype = {arXiv},
eprint = {2012.05839},
timestamp = {Tue, 05 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-05839.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-05912,
author = {Anna Mateo{-}Sanchis and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Manuel Campos{-}Taberner and
F. Javier Garc{\'{\i}}a{-}Haro and
Gustau Camps{-}Valls},
title = {Gap Filling of Biophysical Parameter Time Series with Multi-Output
Gaussian Processes},
journal = {CoRR},
volume = {abs/2012.05912},
year = {2020},
url = {https://arxiv.org/abs/2012.05912},
eprinttype = {arXiv},
eprint = {2012.05912},
timestamp = {Thu, 07 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-05912.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-06377,
author = {Jos{\'{e}} E. Adsuara and
Adri{\'{a}}n P{\'{e}}rez{-}Suay and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Anna Mateo{-}Sanchis and
Maria Piles and
Gustau Camps{-}Valls},
title = {Nonlinear Distribution Regression for Remote Sensing Applications},
journal = {CoRR},
volume = {abs/2012.06377},
year = {2020},
url = {https://arxiv.org/abs/2012.06377},
eprinttype = {arXiv},
eprint = {2012.06377},
timestamp = {Sat, 02 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-06377.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-08639,
author = {Fatih Nar and
Erdal Yilmaz and
Gustau Camps{-}Valls},
title = {Sparsity-driven Digital Terrain Model Extraction},
journal = {CoRR},
volume = {abs/2012.08639},
year = {2020},
url = {https://arxiv.org/abs/2012.08639},
eprinttype = {arXiv},
eprint = {2012.08639},
timestamp = {Sat, 02 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-08639.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-08640,
author = {Jochem Verrelst and
Juan Pablo Rivera and
Anatoly A. Gitelson and
Jes{\'{u}}s Delegido and
Jos{\'{e}} F. Moreno and
Gustau Camps{-}Valls},
title = {Spectral band selection for vegetation properties retrieval using
Gaussian processes regression},
journal = {CoRR},
volume = {abs/2012.08640},
year = {2020},
url = {https://arxiv.org/abs/2012.08640},
eprinttype = {arXiv},
eprint = {2012.08640},
timestamp = {Wed, 03 Feb 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-08640.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-10392,
author = {Jorge Vicent and
Jochem Verrelst and
Juan Pablo Rivera Caicedo and
Neus Sabater and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Gustau Camps{-}Valls and
Jos{\'{e}} F. Moreno},
title = {Emulation as an Accurate Alternative to Interpolation in Sampling
Radiative Transfer Codes},
journal = {CoRR},
volume = {abs/2012.10392},
year = {2020},
url = {https://arxiv.org/abs/2012.10392},
eprinttype = {arXiv},
eprint = {2012.10392},
timestamp = {Tue, 05 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-10392.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-10393,
author = {Devis Tuia and
Benjamin Kellenberger and
Adri{\'{a}}n P{\'{e}}rez{-}Suay and
Gustau Camps{-}Valls},
title = {A deep network approach to multitemporal cloud detection},
journal = {CoRR},
volume = {abs/2012.10393},
year = {2020},
url = {https://arxiv.org/abs/2012.10393},
eprinttype = {arXiv},
eprint = {2012.10393},
timestamp = {Tue, 05 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-10393.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-10395,
author = {David Malmgren{-}Hansen and
Allan Aasbjerg Nielsen and
Valero Laparra and
Gustau Camps{-}Valls},
title = {Transfer Learning with Convolutional Networks for Atmospheric Parameter
Retrieval},
journal = {CoRR},
volume = {abs/2012.10395},
year = {2020},
url = {https://arxiv.org/abs/2012.10395},
eprinttype = {arXiv},
eprint = {2012.10395},
timestamp = {Tue, 05 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-10395.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-10396,
author = {Luis G{\'{o}}mez{-}Chova and
Gonzalo Mateo{-}Garc{\'{\i}}a and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Gustau Camps{-}Valls},
title = {Cloud detection machine learning algorithms for {PROBA-V}},
journal = {CoRR},
volume = {abs/2012.10396},
year = {2020},
url = {https://arxiv.org/abs/2012.10396},
eprinttype = {arXiv},
eprint = {2012.10396},
timestamp = {Tue, 05 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-10396.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-12099,
author = {Daniel Heestermans Svendsen and
Pablo Morales{-}{\'{A}}lvarez and
Rafael Molina and
Gustau Camps{-}Valls},
title = {Deep Gaussian Processes for geophysical parameter retrieval},
journal = {CoRR},
volume = {abs/2012.12099},
year = {2020},
url = {https://arxiv.org/abs/2012.12099},
eprinttype = {arXiv},
eprint = {2012.12099},
timestamp = {Tue, 05 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-12099.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-12101,
author = {Aleksandra Wolanin and
Gustau Camps{-}Valls and
Luis G{\'{o}}mez{-}Chova and
Gonzalo Mateo{-}Garc{\'{\i}}a and
Christiaan van der Tol and
Yongguang Zhang and
Luis Guanter},
title = {Estimating Crop Primary Productivity with Sentinel-2 and Landsat 8
using Machine Learning Methods Trained with Radiative Transfer Simulations},
journal = {CoRR},
volume = {abs/2012.12101},
year = {2020},
url = {https://arxiv.org/abs/2012.12101},
eprinttype = {arXiv},
eprint = {2012.12101},
timestamp = {Tue, 05 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-12101.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-12105,
author = {Anna Mateo{-}Sanchis and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Adri{\'{a}}n P{\'{e}}rez{-}Suay and
Gustau Camps{-}Valls},
title = {Warped Gaussian Processes in Remote Sensing Parameter Estimation and
Causal Inference},
journal = {CoRR},
volume = {abs/2012.12105},
year = {2020},
url = {https://arxiv.org/abs/2012.12105},
eprinttype = {arXiv},
eprint = {2012.12105},
timestamp = {Tue, 05 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-12105.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-12306,
author = {Adri{\'{a}}n P{\'{e}}rez{-}Suay and
Julia Amor{\'{o}}s{-}L{\'{o}}pez and
Luis G{\'{o}}mez{-}Chova and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Dieter Just and
Gustau Camps{-}Valls},
title = {Pattern Recognition Scheme for Large-Scale Cloud Detection over Landmarks},
journal = {CoRR},
volume = {abs/2012.12306},
year = {2020},
url = {https://arxiv.org/abs/2012.12306},
eprinttype = {arXiv},
eprint = {2012.12306},
timestamp = {Tue, 05 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-12306.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-12307,
author = {Jos{\'{e}} Antonio Padr{\'{o}}n{-}Hidalgo and
Adri{\'{a}}n P{\'{e}}rez{-}Suay and
Fatih Nar and
Gustau Camps{-}Valls},
title = {Nonlinear Cook distance for Anomalous Change Detection},
journal = {CoRR},
volume = {abs/2012.12307},
year = {2020},
url = {https://arxiv.org/abs/2012.12307},
eprinttype = {arXiv},
eprint = {2012.12307},
timestamp = {Tue, 05 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-12307.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-12308,
author = {Fatih Nar and
Adri{\'{a}}n P{\'{e}}rez{-}Suay and
Jos{\'{e}} Antonio Padr{\'{o}}n and
Gustau Camps{-}Valls},
title = {Randomized {RX} for target detection},
journal = {CoRR},
volume = {abs/2012.12308},
year = {2020},
url = {https://arxiv.org/abs/2012.12308},
eprinttype = {arXiv},
eprint = {2012.12308},
timestamp = {Tue, 05 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-12308.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-14303,
author = {Adri{\'{a}}n P{\'{e}}rez{-}Suay and
Gustau Camps{-}Valls},
title = {Causal Inference in Geosciences with Kernel Sensitivity Maps},
journal = {CoRR},
volume = {abs/2012.14303},
year = {2020},
url = {https://arxiv.org/abs/2012.14303},
eprinttype = {arXiv},
eprint = {2012.14303},
timestamp = {Tue, 05 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-14303.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nature/ReichsteinCSJDC19,
author = {Markus Reichstein and
Gustau Camps{-}Valls and
Bjorn Stevens and
Martin Jung and
Joachim Denzler and
Nuno Carvalhais and
Prabhat},
title = {Deep learning and process understanding for data-driven Earth system
science},
journal = {Nat.},
volume = {566},
number = {7743},
pages = {195--204},
year = {2019},
url = {https://doi.org/10.1038/s41586-019-0912-1},
doi = {10.1038/S41586-019-0912-1},
timestamp = {Wed, 16 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/nature/ReichsteinCSJDC19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/staeors/MorenoSC19,
author = {Jos{\'{e}} F. Moreno and
Jos{\'{e}} Antonio Sobrino and
Gustau Camps{-}Valls},
title = {Foreword to the Special Issue on {IGARSS} 2018},
journal = {{IEEE} J. Sel. Top. Appl. Earth Obs. Remote. Sens.},
volume = {12},
number = {7},
pages = {2012--2014},
year = {2019},
url = {https://doi.org/10.1109/JSTARS.2019.2929643},
doi = {10.1109/JSTARS.2019.2929643},
timestamp = {Mon, 03 Jan 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/staeors/MorenoSC19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/AdsuaraPMMPC19,
author = {Jos{\'{e}} E. Adsuara and
Adri{\'{a}}n P{\'{e}}rez{-}Suay and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Anna Mateo{-}Sanchis and
Maria Piles and
Gustau Camps{-}Valls},
title = {Nonlinear Distribution Regression for Remote Sensing Applications},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {57},
number = {12},
pages = {10025--10035},
year = {2019},
url = {https://doi.org/10.1109/TGRS.2019.2931085},
doi = {10.1109/TGRS.2019.2931085},
timestamp = {Tue, 12 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tgrs/AdsuaraPMMPC19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/Garcia-SobrinoL19,
author = {Joaquin Garcia{-}Sobrino and
Valero Laparra and
Joan Serra{-}Sagrist{\`{a}} and
Xavier Calbet and
Gustau Camps{-}Valls},
title = {Improved Statistically Based Retrievals via Spatial-Spectral Data
Compression for {IASI} Data},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {57},
number = {8},
pages = {5651--5668},
year = {2019},
url = {https://doi.org/10.1109/TGRS.2019.2901396},
doi = {10.1109/TGRS.2019.2901396},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tgrs/Garcia-SobrinoL19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/Padron-HidalgoL19,
author = {Jos{\'{e}} Antonio Padr{\'{o}}n{-}Hidalgo and
Valero Laparra and
Nathan Longbotham and
Gustau Camps{-}Valls},
title = {Kernel Anomalous Change Detection for Remote Sensing Imagery},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {57},
number = {10},
pages = {7743--7755},
year = {2019},
url = {https://doi.org/10.1109/TGRS.2019.2916212},
doi = {10.1109/TGRS.2019.2916212},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tgrs/Padron-HidalgoL19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/Perez-SuayC19,
author = {Adrian Perez{-}Suay and
Gustau Camps{-}Valls},
title = {Causal Inference in Geoscience and Remote Sensing From Observational
Data},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {57},
number = {3},
pages = {1502--1513},
year = {2019},
url = {https://doi.org/10.1109/TGRS.2018.2867002},
doi = {10.1109/TGRS.2018.2867002},
timestamp = {Tue, 12 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tgrs/Perez-SuayC19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/Servera0MSVCM19,
author = {Jorge Vicent Servera and
Luis Alonso and
Luca Martino and
Neus Sabater and
Jochem Verrelst and
Gustau Camps{-}Valls and
Jos{\'{e}} F. Moreno},
title = {Gradient-Based Automatic Lookup Table Generator for Radiative Transfer
Models},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {57},
number = {2},
pages = {1040--1048},
year = {2019},
url = {https://doi.org/10.1109/TGRS.2018.2864517},
doi = {10.1109/TGRS.2018.2864517},
timestamp = {Tue, 12 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tgrs/Servera0MSVCM19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/RungeTBMC19,
author = {Jakob Runge and
Xavier{-}Andoni Tibau and
Matthias Bruhns and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Gustau Camps{-}Valls},
editor = {Hugo Jair Escalante and
Raia Hadsell},
title = {The Causality for Climate Competition},
booktitle = {NeurIPS 2019 Competition and Demonstration Track, 8-14 December 2019,
Vancouver, Canada. Revised selected papers},
series = {Proceedings of Machine Learning Research},
volume = {123},
pages = {110--120},
publisher = {{PMLR}},
year = {2019},
url = {http://proceedings.mlr.press/v123/runge20a.html},
timestamp = {Tue, 17 Aug 2021 11:59:46 +0200},
biburl = {https://dblp.org/rec/conf/nips/RungeTBMC19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1911-04322,
author = {Zhu Li and
Adrian Perez{-}Suay and
Gustau Camps{-}Valls and
Dino Sejdinovic},
title = {Kernel Dependence Regularizers and Gaussian Processes with Applications
to Algorithmic Fairness},
journal = {CoRR},
volume = {abs/1911.04322},
year = {2019},
url = {http://arxiv.org/abs/1911.04322},
eprinttype = {arXiv},
eprint = {1911.04322},
timestamp = {Wed, 04 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1911-04322.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1912-06552,
author = {Daniel Heestermans Svendsen and
Luca Martino and
Gustau Camps{-}Valls},
title = {Active emulation of computer codes with Gaussian processes - Application
to remote sensing},
journal = {CoRR},
volume = {abs/1912.06552},
year = {2019},
url = {http://arxiv.org/abs/1912.06552},
eprinttype = {arXiv},
eprint = {1912.06552},
timestamp = {Thu, 02 Jan 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1912-06552.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aeog/TeubnerFJLMPSVS18,
author = {Irene E. Teubner and
Matthias Forkel and
Martin Jung and
Yi Y. Liu and
Diego G. Miralles and
Robert M. Parinussa and
Robin van der Schalie and
Mariette Vreugdenhil and
Christopher R. Schwalm and
Gianluca Tramontana and
Gustau Camps{-}Valls and
Wouter A. Dorigo},
title = {Assessing the relationship between microwave vegetation optical depth
and gross primary production},
journal = {Int. J. Appl. Earth Obs. Geoinformation},
volume = {65},
pages = {79--91},
year = {2018},
url = {https://doi.org/10.1016/j.jag.2017.10.006},
doi = {10.1016/J.JAG.2017.10.006},
timestamp = {Wed, 16 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/aeog/TeubnerFJLMPSVS18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/asc/Camps-VallsMSCM18,
author = {Gustau Camps{-}Valls and
Luca Martino and
Daniel H. Svendsen and
Manuel Campos{-}Taberner and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Valero Laparra and
David Luengo and
Francisco Javier Garc{\'{\i}}a{-}Haro},
title = {Physics-aware Gaussian processes in remote sensing},
journal = {Appl. Soft Comput.},
volume = {68},
pages = {69--82},
year = {2018},
url = {https://doi.org/10.1016/j.asoc.2018.03.021},
doi = {10.1016/J.ASOC.2018.03.021},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/asc/Camps-VallsMSCM18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/asc/Perez-SuayC18,
author = {Adri{\'{a}}n P{\'{e}}rez{-}Suay and
Gustau Camps{-}Valls},
title = {Sensitivity maps of the Hilbert-Schmidt independence criterion},
journal = {Appl. Soft Comput.},
volume = {70},
pages = {1054--1063},
year = {2018},
url = {https://doi.org/10.1016/j.asoc.2017.04.024},
doi = {10.1016/J.ASOC.2017.04.024},
timestamp = {Sat, 19 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/asc/Perez-SuayC18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/dsp/MartinoEC18,
author = {Luca Martino and
V{\'{\i}}ctor Elvira and
Gustau Camps{-}Valls},
title = {The Recycling Gibbs sampler for efficient learning},
journal = {Digit. Signal Process.},
volume = {74},
pages = {1--13},
year = {2018},
url = {https://doi.org/10.1016/j.dsp.2017.11.012},
doi = {10.1016/J.DSP.2017.11.012},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/dsp/MartinoEC18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/dsp/MartinoEC18a,
author = {Luca Martino and
V{\'{\i}}ctor Elvira and
Gustau Camps{-}Valls},
title = {Group Importance Sampling for particle filtering and {MCMC}},
journal = {Digit. Signal Process.},
volume = {82},
pages = {133--151},
year = {2018},
url = {https://doi.org/10.1016/j.dsp.2018.07.007},
doi = {10.1016/J.DSP.2018.07.007},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/dsp/MartinoEC18a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/lgrs/Mateo-SanchisMP18,
author = {Anna Mateo{-}Sanchis and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Adrian Perez{-}Suay and
Gustau Camps{-}Valls},
title = {Warped Gaussian Processes in Remote Sensing Parameter Estimation and
Causal Inference},
journal = {{IEEE} Geosci. Remote. Sens. Lett.},
volume = {15},
number = {11},
pages = {1647--1651},
year = {2018},
url = {https://doi.org/10.1109/LGRS.2018.2853760},
doi = {10.1109/LGRS.2018.2853760},
timestamp = {Thu, 09 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/lgrs/Mateo-SanchisMP18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/prl/Gomez-ChovaSC18,
author = {Luis G{\'{o}}mez{-}Chova and
Ra{\'{u}}l Santos{-}Rodr{\'{\i}}guez and
Gustau Camps{-}Valls},
title = {Signal-to-noise ratio in reproducing kernel Hilbert spaces},
journal = {Pattern Recognit. Lett.},
volume = {112},
pages = {75--82},
year = {2018},
url = {https://doi.org/10.1016/j.patrec.2018.06.004},
doi = {10.1016/J.PATREC.2018.06.004},
timestamp = {Mon, 26 Oct 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/prl/Gomez-ChovaSC18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/remotesensing/Campos-Taberner18,
author = {Manuel Campos{-}Taberner and
Francisco Javier Garc{\'{\i}}a{-}Haro and
Lorenzo Busetto and
Luigi Ranghetti and
Beatriz Mart{\'{\i}}nez and
Mar{\'{\i}}a Amparo Gilabert and
Gustau Camps{-}Valls and
Fernando Camacho and
Mirco Boschetti},
title = {A Critical Comparison of Remote Sensing Leaf Area Index Estimates
over Rice-Cultivated Areas: From Sentinel-2 and Landsat-7/8 to MODIS,
{GEOV1} and {EUMETSAT} Polar System},
journal = {Remote. Sens.},
volume = {10},
number = {5},
pages = {763},
year = {2018},
url = {https://doi.org/10.3390/rs10050763},
doi = {10.3390/RS10050763},
timestamp = {Tue, 18 Jun 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/remotesensing/Campos-Taberner18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/remotesensing/Campos-Taberner18a,
author = {Manuel Campos{-}Taberner and
{\'{A}}lvaro Moreno{-}Mart{\'{\i}}nez and
Francisco Javier Garc{\'{\i}}a{-}Haro and
Gustau Camps{-}Valls and
Nathaniel P. Robinson and
Jens Kattge and
Steven W. Running},
title = {Global Estimation of Biophysical Variables from Google Earth Engine
Platform},
journal = {Remote. Sens.},
volume = {10},
number = {8},
pages = {1167},
year = {2018},
url = {https://doi.org/10.3390/rs10081167},
doi = {10.3390/RS10081167},
timestamp = {Tue, 16 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/remotesensing/Campos-Taberner18a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/remotesensing/Mateo-GarciaGAM18,
author = {Gonzalo Mateo{-}Garcia and
Luis G{\'{o}}mez{-}Chova and
Julia Amor{\'{o}}s{-}L{\'{o}}pez and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Gustau Camps{-}Valls},
title = {Multitemporal Cloud Masking in the Google Earth Engine},
journal = {Remote. Sens.},
volume = {10},
number = {7},
pages = {1079},
year = {2018},
url = {https://doi.org/10.3390/rs10071079},
doi = {10.3390/RS10071079},
timestamp = {Mon, 11 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/remotesensing/Mateo-GarciaGAM18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/remotesensing/RuescasHMKKC18,
author = {Ana B. Ruescas and
Martin Hieronymi and
Gonzalo Mateo{-}Garcia and
Sampsa S. Koponen and
Kari Y. Kallio and
Gustau Camps{-}Valls},
title = {Machine Learning Regression Approaches for Colored Dissolved Organic
Matter {(CDOM)} Retrieval with {S2-MSI} and {S3-OLCI} Simulated Data},
journal = {Remote. Sens.},
volume = {10},
number = {5},
pages = {786},
year = {2018},
url = {https://doi.org/10.3390/rs10050786},
doi = {10.3390/RS10050786},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/remotesensing/RuescasHMKKC18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/staeors/Perez-SuayAGMJC18,
author = {Adrian Perez{-}Suay and
Julia Amor{\'{o}}s{-}L{\'{o}}pez and
Luis G{\'{o}}mez{-}Chova and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Dieter Just and
Gustau Camps{-}Valls},
title = {Pattern Recognition Scheme for Large-Scale Cloud Detection Over Landmarks},
journal = {{IEEE} J. Sel. Top. Appl. Earth Obs. Remote. Sens.},
volume = {11},
number = {11},
pages = {3977--3987},
year = {2018},
url = {https://doi.org/10.1109/JSTARS.2018.2863383},
doi = {10.1109/JSTARS.2018.2863383},
timestamp = {Tue, 31 Mar 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/staeors/Perez-SuayAGMJC18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/staeors/VicentVCSMCM18,
author = {Jorge Vicent and
Jochem Verrelst and
Juan Pablo Rivera Caicedo and
Neus Sabater and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Gustau Camps{-}Valls and
Jos{\'{e}} F. Moreno},
title = {Emulation as an Accurate Alternative to Interpolation in Sampling
Radiative Transfer Codes},
journal = {{IEEE} J. Sel. Top. Appl. Earth Obs. Remote. Sens.},
volume = {11},
number = {12},
pages = {4918--4931},
year = {2018},
url = {https://doi.org/10.1109/JSTARS.2018.2875330},
doi = {10.1109/JSTARS.2018.2875330},
timestamp = {Tue, 31 Mar 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/staeors/VicentVCSMCM18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/Morales-Alvarez18,
author = {Pablo Morales{-}Alvarez and
Adrian Perez{-}Suay and
Rafael Molina and
Gustau Camps{-}Valls},
title = {Remote Sensing Image Classification With Large-Scale Gaussian Processes},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {56},
number = {2},
pages = {1103--1114},
year = {2018},
url = {https://doi.org/10.1109/TGRS.2017.2758922},
doi = {10.1109/TGRS.2017.2758922},
timestamp = {Tue, 12 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tgrs/Morales-Alvarez18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/SvendsenMCGC18,
author = {Daniel Heestermans Svendsen and
Luca Martino and
Manuel Campos{-}Taberner and
Francisco Javier Garc{\'{\i}}a{-}Haro and
Gustau Camps{-}Valls},
title = {Joint Gaussian Processes for Biophysical Parameter Retrieval},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {56},
number = {3},
pages = {1718--1727},
year = {2018},
url = {https://doi.org/10.1109/TGRS.2017.2767205},
doi = {10.1109/TGRS.2017.2767205},
timestamp = {Tue, 12 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tgrs/SvendsenMCGC18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/BuesoPC18,
author = {Diego Bueso and
Maria Piles and
Gustau Camps{-}Valls},
title = {Nonlinear Complex {PCA} for Spatio-Temporal Analysis of Global Soil
Moisture},
booktitle = {2018 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2018, Valencia, Spain, July 22-27, 2018},
pages = {5780--5783},
publisher = {{IEEE}},
year = {2018},
url = {https://doi.org/10.1109/IGARSS.2018.8518155},
doi = {10.1109/IGARSS.2018.8518155},
timestamp = {Sun, 04 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/BuesoPC18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/DiazPLC18,
author = {Emiliano Diaz and
Adrian Perez{-}Suay and
Valero Laparra and
Gustau Camps{-}Valls},
title = {Consistent Regression of Biophysical Parameters with Kernel Methods},
booktitle = {2018 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2018, Valencia, Spain, July 22-27, 2018},
pages = {4047--4050},
publisher = {{IEEE}},
year = {2018},
url = {https://doi.org/10.1109/IGARSS.2018.8518504},
doi = {10.1109/IGARSS.2018.8518504},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/DiazPLC18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Garcia-HaroCMSG18,
author = {Francisco Javier Garc{\'{\i}}a{-}Haro and
Manuel Campos{-}Taberner and
Beatriz Mart{\'{\i}}nez and
Sergio Sanchez{-}Ruiz and
Mar{\'{\i}}a Amparo Gilabert and
Gustau Camps{-}Valls and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Valero Laparra and
Fernando Camacho and
Jorge S{\'{a}}nchez{-}Zapero and
Beatriz Fuster},
title = {Generation of Global Vegetation Products from Eumetsat {AVHRR/METOP}
Satellites},
booktitle = {2018 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2018, Valencia, Spain, July 22-27, 2018},
pages = {1826--1829},
publisher = {{IEEE}},
year = {2018},
url = {https://doi.org/10.1109/IGARSS.2018.8518083},
doi = {10.1109/IGARSS.2018.8518083},
timestamp = {Tue, 07 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/Garcia-HaroCMSG18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/HidalgoPNC18,
author = {Jos{\'{e}} Antonio Padr{\'{o}}n{-}Hidalgo and
Adrian Perez{-}Suay and
Fatih Nar and
Gustau Camps{-}Valls},
title = {Nonlinear Cook Distance for Anomalous Change Detection},
booktitle = {2018 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2018, Valencia, Spain, July 22-27, 2018},
pages = {5025--5028},
publisher = {{IEEE}},
year = {2018},
url = {https://doi.org/10.1109/IGARSS.2018.8517369},
doi = {10.1109/IGARSS.2018.8517369},
timestamp = {Wed, 04 Nov 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/igarss/HidalgoPNC18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/JohnsonLC18,
author = {Juan Emmanuel Johnson and
Valero Laparra and
Gustau Camps{-}Valls},
title = {Disentangling Derivatives, Uncertainty and Error in Gaussian Process
Models},
booktitle = {2018 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2018, Valencia, Spain, July 22-27, 2018},
pages = {4051--4054},
publisher = {{IEEE}},
year = {2018},
url = {https://doi.org/10.1109/IGARSS.2018.8519020},
doi = {10.1109/IGARSS.2018.8519020},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/JohnsonLC18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Malmgren-Hansen18,
author = {David Malmgren{-}Hansen and
Allan Aasbjerg Nielsen and
Valero Laparra and
Gustau Camps{-}Valls},
title = {Transfer Learning with Convolutional Networks for Atmospheric Parameter
Retrieval},
booktitle = {2018 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2018, Valencia, Spain, July 22-27, 2018},
pages = {2111--2114},
publisher = {{IEEE}},
year = {2018},
url = {https://doi.org/10.1109/IGARSS.2018.8518097},
doi = {10.1109/IGARSS.2018.8518097},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/Malmgren-Hansen18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Mateo-SanchisMC18,
author = {Anna Mateo{-}Sanchis and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Manuel Campos{-}Taberner and
F. Javier Garc{\'{\i}}a{-}Haro and
Gustau Camps{-}Valls},
title = {Gap Filling of Biophysical Parameter Time Series with Multi-Output
Gaussian Processes},
booktitle = {2018 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2018, Valencia, Spain, July 22-27, 2018},
pages = {4039--4042},
publisher = {{IEEE}},
year = {2018},
url = {https://doi.org/10.1109/IGARSS.2018.8519254},
doi = {10.1109/IGARSS.2018.8519254},
timestamp = {Tue, 29 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/igarss/Mateo-SanchisMC18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Moreno-Martinez18,
author = {{\'{A}}lvaro Moreno{-}Mart{\'{\i}}nez and
Marco P. Maneta and
Gustau Camps{-}Valls and
Luca Martino and
Nathaniel P. Robinson and
Brady W. Allred and
Steven W. Running},
title = {Interpolation and Gap Filling of Landsat Reflectance Time Series},
booktitle = {2018 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2018, Valencia, Spain, July 22-27, 2018},
pages = {349--352},
publisher = {{IEEE}},
year = {2018},
url = {https://doi.org/10.1109/IGARSS.2018.8517503},
doi = {10.1109/IGARSS.2018.8517503},
timestamp = {Mon, 18 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/Moreno-Martinez18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/NarPPC18,
author = {Fatih Nar and
Adrian Perez{-}Suay and
Jos{\'{e}} Antonio Padr{\'{o}}n and
Gustau Camps{-}Valls},
title = {Randomized {RX} for Target Detection},
booktitle = {2018 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2018, Valencia, Spain, July 22-27, 2018},
pages = {4237--4240},
publisher = {{IEEE}},
year = {2018},
url = {https://doi.org/10.1109/IGARSS.2018.8517961},
doi = {10.1109/IGARSS.2018.8517961},
timestamp = {Thu, 05 Nov 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/igarss/NarPPC18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/NarYC18,
author = {Fatih Nar and
Erdal Yilmaz and
Gustau Camps{-}Valls},
title = {Sparsity-Driven Digital Terrain Model Extraction},
booktitle = {2018 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2018, Valencia, Spain, July 22-27, 2018},
pages = {1316--1319},
publisher = {{IEEE}},
year = {2018},
url = {https://doi.org/10.1109/IGARSS.2018.8517569},
doi = {10.1109/IGARSS.2018.8517569},
timestamp = {Mon, 15 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/NarYC18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/PilesSGMCMDJ18,
author = {Maria Piles and
Robin van der Schalie and
Alexander Gruber and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Gustavo Camps{-}Valls and
Anna Mateo{-}Sanchis and
Wouter Dorigo and
Richard de Jeu},
title = {Global Estimation of Soil Moisture Persistence with {L} and C-Band
Microwave Sensors},
booktitle = {2018 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2018, Valencia, Spain, July 22-27, 2018},
pages = {8259--8262},
publisher = {{IEEE}},
year = {2018},
url = {https://doi.org/10.1109/IGARSS.2018.8518161},
doi = {10.1109/IGARSS.2018.8518161},
timestamp = {Sun, 04 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/PilesSGMCMDJ18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/RuescasMCH18,
author = {Ana B. Ruescas and
Gonzalo Mateo{-}Garcia and
Gustau Camps{-}Valls and
Martin Hieronymi},
title = {Retrieval of Case 2 Water Quality Parameters with Machine Learning},
booktitle = {2018 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2018, Valencia, Spain, July 22-27, 2018},
pages = {124--127},
publisher = {{IEEE}},
year = {2018},
url = {https://doi.org/10.1109/IGARSS.2018.8518810},
doi = {10.1109/IGARSS.2018.8518810},
timestamp = {Tue, 29 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/igarss/RuescasMCH18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/SvendsenMMC18,
author = {Daniel Heestermans Svendsen and
Pablo Morales{-}Alvarez and
Rafael Molina and
Gustau Camps{-}Valls},
title = {Deep Gaussian Processes for Geophysical Parameter Retrieval},
booktitle = {2018 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2018, Valencia, Spain, July 22-27, 2018},
pages = {6175--6178},
publisher = {{IEEE}},
year = {2018},
url = {https://doi.org/10.1109/IGARSS.2018.8517647},
doi = {10.1109/IGARSS.2018.8517647},
timestamp = {Wed, 07 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/igarss/SvendsenMMC18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/SvendsenMVC18,
author = {Daniel Heestermans Svendsen and
Luca Martino and
Jorge Vicent and
Gustau Camps{-}Valls},
title = {Multioutput Automatic Emulator for Radiative Transfer Models},
booktitle = {2018 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2018, Valencia, Spain, July 22-27, 2018},
pages = {4019--4022},
publisher = {{IEEE}},
year = {2018},
url = {https://doi.org/10.1109/IGARSS.2018.8518195},
doi = {10.1109/IGARSS.2018.8518195},
timestamp = {Mon, 15 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/SvendsenMVC18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/TuiaKPC18,
author = {Devis Tuia and
Benjamin Kellenberger and
Adri{\'{a}}n P{\'{e}}rez{-}Suay and
Gustau Camps{-}Valls},
title = {A Deep Network Approach to Multitemporal Cloud Detection},
booktitle = {2018 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2018, Valencia, Spain, July 22-27, 2018},
pages = {4351--4354},
publisher = {{IEEE}},
year = {2018},
url = {https://doi.org/10.1109/IGARSS.2018.8517312},
doi = {10.1109/IGARSS.2018.8517312},
timestamp = {Mon, 15 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/TuiaKPC18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/VicentVCSMCM18,
author = {Jorge Vicent and
Jochem Verrelst and
Juan Pablo Rivera Caicedo and
Neus Sabater and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Gustau Camps{-}Valls and
Jos{\'{e}} F. Moreno},
title = {Statistical Learning For End-To-End Simulations},
booktitle = {2018 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2018, Valencia, Spain, July 22-27, 2018},
pages = {1699--1702},
publisher = {{IEEE}},
year = {2018},
url = {https://doi.org/10.1109/IGARSS.2018.8518366},
doi = {10.1109/IGARSS.2018.8518366},
timestamp = {Mon, 15 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/VicentVCSMCM18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ssp/MartinoEC18,
author = {Luca Martino and
Victor Elvira and
Gustau Camps{-}Valls},
title = {Distributed Particle Metropolis-Hastings Schemes},
booktitle = {2018 {IEEE} Statistical Signal Processing Workshop, {SSP} 2018, Freiburg
im Breisgau, Germany, June 10-13, 2018},
pages = {553--557},
publisher = {{IEEE}},
year = {2018},
url = {https://doi.org/10.1109/SSP.2018.8450763},
doi = {10.1109/SSP.2018.8450763},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ssp/MartinoEC18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1812-04951,
author = {Martin Jung and
Sujan Koirala and
Ulrich Weber and
Kazuhito Ichii and
Fabian Gans and
Gustau Camps{-}Valls and
Dario Papale and
Christopher R. Schwalm and
Gianluca Tramontana and
Markus Reichstein},
title = {The {FLUXCOM} ensemble of global land-atmosphere energy fluxes},
journal = {CoRR},
volume = {abs/1812.04951},
year = {2018},
url = {http://arxiv.org/abs/1812.04951},
eprinttype = {arXiv},
eprint = {1812.04951},
timestamp = {Wed, 16 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1812-04951.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/lgrs/BaillyCTC17,
author = {Adeline Bailly and
Laetitia Chapel and
Romain Tavenard and
Gustau Camps{-}Valls},
title = {Nonlinear Time-Series Adaptation for Land Cover Classification},
journal = {{IEEE} Geosci. Remote. Sens. Lett.},
volume = {14},
number = {6},
pages = {896--900},
year = {2017},
url = {https://doi.org/10.1109/LGRS.2017.2686639},
doi = {10.1109/LGRS.2017.2686639},
timestamp = {Thu, 09 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/lgrs/BaillyCTC17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nature/JungRSHSAACCFGI17,
author = {Martin Jung and
Markus Reichstein and
Christopher R. Schwalm and
Christopher Huntingford and
Stephen Sitch and
Anders Ahlstr{\"{o}}m and
Almut Arneth and
Gustau Camps{-}Valls and
Philippe Ciais and
Pierre Friedlingstein and
Fabian Gans and
Kazuhito Ichii and
Atul K. Jain and
Etsushi Kato and
Dario Papale and
Ben Poulter and
Botond Raduly and
Christian R{\"{o}}denbeck and
Gianluca Tramontana and
Nicolas Viovy and
Ying{-}Ping Wang and
Ulrich Weber and
S{\"{o}}nke Zaehle and
Ning Zeng},
title = {Compensatory water effects link yearly global land CO\({}_{\mbox{2}}\)
sink changes to temperature},
journal = {Nat.},
volume = {541},
number = {7638},
pages = {516--520},
year = {2017},
url = {https://doi.org/10.1038/nature20780},
doi = {10.1038/NATURE20780},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/nature/JungRSHSAACCFGI17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/remotesensing/Campos-Taberner17,
author = {Manuel Campos{-}Taberner and
Francisco Javier Garc{\'{\i}}a{-}Haro and
Gustau Camps{-}Valls and
Gon{\c{c}}al Grau{-}Muedra and
Francesco Nutini and
Lorenzo Busetto and
Dimitrios Katsantonis and
Dimitris G. Stavrakoudis and
Chara Minakou and
Luca Gatti and
Massimo Barbieri and
Francesco Holecz and
Daniela Stroppiana and
Mirco Boschetti},
title = {Exploitation of {SAR} and Optical Sentinel Data to Detect Rice Crop
and Estimate Seasonal Dynamics of Leaf Area Index},
journal = {Remote. Sens.},
volume = {9},
number = {3},
pages = {248},
year = {2017},
url = {https://doi.org/10.3390/rs9030248},
doi = {10.3390/RS9030248},
timestamp = {Tue, 18 Jun 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/remotesensing/Campos-Taberner17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/remotesensing/VerrelstCMCM17,
author = {Jochem Verrelst and
Juan Pablo Rivera Caicedo and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Gustau Camps{-}Valls and
Jos{\'{e}} F. Moreno},
title = {SCOPE-Based Emulators for Fast Generation of Synthetic Canopy Reflectance
and Sun-Induced Fluorescence Spectra},
journal = {Remote. Sens.},
volume = {9},
number = {9},
pages = {927},
year = {2017},
url = {https://doi.org/10.3390/rs9090927},
doi = {10.3390/RS9090927},
timestamp = {Sun, 04 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/remotesensing/VerrelstCMCM17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/staeors/BlixCJ17,
author = {Katalin Blix and
Gustau Camps{-}Valls and
Robert Jenssen},
title = {Gaussian Process Sensitivity Analysis for Oceanic Chlorophyll Estimation},
journal = {{IEEE} J. Sel. Top. Appl. Earth Obs. Remote. Sens.},
volume = {10},
number = {4},
pages = {1265--1277},
year = {2017},
url = {https://doi.org/10.1109/JSTARS.2016.2641583},
doi = {10.1109/JSTARS.2016.2641583},
timestamp = {Tue, 31 Mar 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/staeors/BlixCJ17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/Garcia-SobrinoS17,
author = {Joaquin Garcia{-}Sobrino and
Joan Serra{-}Sagrist{\`{a}} and
Valero Laparra and
Xavier Calbet and
Gustau Camps{-}Valls},
title = {Statistical Atmospheric Parameter Retrieval Largely Benefits From
Spatial-Spectral Image Compression},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {55},
number = {4},
pages = {2213--2224},
year = {2017},
url = {https://doi.org/10.1109/TGRS.2016.2639099},
doi = {10.1109/TGRS.2016.2639099},
timestamp = {Wed, 07 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tgrs/Garcia-SobrinoS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/Izquierdo-Verdiguier17,
author = {Emma Izquierdo{-}Verdiguier and
Valero Laparra and
Robert Jenssen and
Luis G{\'{o}}mez{-}Chova and
Gustau Camps{-}Valls},
title = {Optimized Kernel Entropy Components},
journal = {{IEEE} Trans. Neural Networks Learn. Syst.},
volume = {28},
number = {6},
pages = {1466--1472},
year = {2017},
url = {https://doi.org/10.1109/TNNLS.2016.2530403},
doi = {10.1109/TNNLS.2016.2530403},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tnn/Izquierdo-Verdiguier17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eusipco/MartinoEC17,
author = {Luca Martino and
Victor Elvira and
Gustau Camps{-}Valls},
title = {Recycling Gibbs sampling},
booktitle = {25th European Signal Processing Conference, {EUSIPCO} 2017, Kos, Greece,
August 28 - September 2, 2017},
pages = {171--175},
publisher = {{IEEE}},
year = {2017},
url = {https://doi.org/10.23919/EUSIPCO.2017.8081191},
doi = {10.23919/EUSIPCO.2017.8081191},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/eusipco/MartinoEC17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eusipco/MartinoEC17a,
author = {Luca Martino and
Victor Elvira and
Gustau Camps{-}Valls},
title = {Group metropolis sampling},
booktitle = {25th European Signal Processing Conference, {EUSIPCO} 2017, Kos, Greece,
August 28 - September 2, 2017},
pages = {201--205},
publisher = {{IEEE}},
year = {2017},
url = {https://doi.org/10.23919/EUSIPCO.2017.8081197},
doi = {10.23919/EUSIPCO.2017.8081197},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/eusipco/MartinoEC17a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eusipco/MartinoLC17,
author = {Luca Martino and
Valero Laparra and
Gustau Camps{-}Valls},
title = {Probabilistic cross-validation estimators for Gaussian process regression},
booktitle = {25th European Signal Processing Conference, {EUSIPCO} 2017, Kos, Greece,
August 28 - September 2, 2017},
pages = {823--827},
publisher = {{IEEE}},
year = {2017},
url = {https://doi.org/10.23919/EUSIPCO.2017.8081322},
doi = {10.23919/EUSIPCO.2017.8081322},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/eusipco/MartinoLC17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icip/MoralesPMCK17,
author = {Pablo Morales{-}Alvarez and
Adrian Perez{-}Suay and
Rafael Molina and
Gustau Camps{-}Valls and
Aggelos K. Katsaggelos},
title = {Passive millimeter wave image classification with large scale Gaussian
processes},
booktitle = {2017 {IEEE} International Conference on Image Processing, {ICIP} 2017,
Beijing, China, September 17-20, 2017},
pages = {370--374},
publisher = {{IEEE}},
year = {2017},
url = {https://doi.org/10.1109/ICIP.2017.8296305},
doi = {10.1109/ICIP.2017.8296305},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icip/MoralesPMCK17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Descals0C17,
author = {Adri{\`{a}} Descals and
Luis Alonso and
Gustau Camps{-}Valls},
title = {Predicting year of plantation with hyperspectral and lidar data},
booktitle = {2017 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2017, Fort Worth, TX, USA, July 23-28, 2017},
pages = {1780--1783},
publisher = {{IEEE}},
year = {2017},
url = {https://doi.org/10.1109/IGARSS.2017.8127320},
doi = {10.1109/IGARSS.2017.8127320},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/igarss/Descals0C17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Gomez-ChovaMMC17,
author = {Luis G{\'{o}}mez{-}Chova and
Gonzalo Mateo{-}Garcia and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Gustau Camps{-}Valls},
title = {Cloud detection machine learning algorithms for {PROBA-V}},
booktitle = {2017 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2017, Fort Worth, TX, USA, July 23-28, 2017},
pages = {2251--2254},
publisher = {{IEEE}},
year = {2017},
url = {https://doi.org/10.1109/IGARSS.2017.8127437},
doi = {10.1109/IGARSS.2017.8127437},
timestamp = {Mon, 16 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/Gomez-ChovaMMC17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/LaparraMGCC17,
author = {Valero Laparra and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Luis G{\'{o}}mez{-}Chova and
Xavier Calbet and
Gustau Camps{-}Valls},
title = {Nonlinear statistical retrieval of surface emissivity from {IASI}
data},
booktitle = {2017 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2017, Fort Worth, TX, USA, July 23-28, 2017},
pages = {5450--5453},
publisher = {{IEEE}},
year = {2017},
url = {https://doi.org/10.1109/IGARSS.2017.8128237},
doi = {10.1109/IGARSS.2017.8128237},
timestamp = {Wed, 07 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/igarss/LaparraMGCC17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Malmgren-Hansen17,
author = {David Malmgren{-}Hansen and
Valero Laparra and
Allan Aasbjerg Nielsen and
Gustau Camps{-}Valls},
title = {Spatial noise-aware temperature retrieval from infrared sounder data},
booktitle = {2017 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2017, Fort Worth, TX, USA, July 23-28, 2017},
pages = {17--20},
publisher = {{IEEE}},
year = {2017},
url = {https://doi.org/10.1109/IGARSS.2017.8126882},
doi = {10.1109/IGARSS.2017.8126882},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/Malmgren-Hansen17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/MartinoVC17,
author = {Luca Martino and
Jorge Vicent and
Gustau Camps{-}Valls},
title = {Automatic emulator and optimized look-up table generation for radiative
transfer models},
booktitle = {2017 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2017, Fort Worth, TX, USA, July 23-28, 2017},
pages = {1457--1460},
publisher = {{IEEE}},
year = {2017},
url = {https://doi.org/10.1109/IGARSS.2017.8127241},
doi = {10.1109/IGARSS.2017.8127241},
timestamp = {Sat, 19 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/MartinoVC17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Mateo-GarciaGC17,
author = {Gonzalo Mateo{-}Garcia and
Luis G{\'{o}}mez{-}Chova and
Gustau Camps{-}Valls},
title = {Convolutional neural networks for multispectral image cloud masking},
booktitle = {2017 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2017, Fort Worth, TX, USA, July 23-28, 2017},
pages = {2255--2258},
publisher = {{IEEE}},
year = {2017},
url = {https://doi.org/10.1109/IGARSS.2017.8127438},
doi = {10.1109/IGARSS.2017.8127438},
timestamp = {Mon, 16 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/Mateo-GarciaGC17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/MoralesPMC17,
author = {Pablo Morales{-}Alvarez and
Adrian Perez{-}Suay and
Rafael Molina and
Gustau Camps{-}Valls},
title = {Efficient remote sensing image classification with Gaussian processes
and Fourier features},
booktitle = {2017 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2017, Fort Worth, TX, USA, July 23-28, 2017},
pages = {2227--2230},
publisher = {{IEEE}},
year = {2017},
url = {https://doi.org/10.1109/IGARSS.2017.8127431},
doi = {10.1109/IGARSS.2017.8127431},
timestamp = {Wed, 07 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/igarss/MoralesPMC17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Perez-SuayC17,
author = {Adrian Perez{-}Suay and
Gustau Camps{-}Valls},
title = {Causal inference in geosciences with kernel sensitivity maps},
booktitle = {2017 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2017, Fort Worth, TX, USA, July 23-28, 2017},
pages = {763--766},
publisher = {{IEEE}},
year = {2017},
url = {https://doi.org/10.1109/IGARSS.2017.8127064},
doi = {10.1109/IGARSS.2017.8127064},
timestamp = {Sat, 19 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/Perez-SuayC17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/PilesCCEKJ17,
author = {Maria Piles and
Gustavo Camps{-}Valls and
David Chaparro and
Dara Entekhabi and
Alexandra Georges Konings and
Thomas Jagdhuber},
title = {Remote sensing of vegetation dynamics in agro-ecosystems using smap
vegetation optical depth and optical vegetation indices},
booktitle = {2017 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2017, Fort Worth, TX, USA, July 23-28, 2017},
pages = {4346--4349},
publisher = {{IEEE}},
year = {2017},
url = {https://doi.org/10.1109/IGARSS.2017.8127964},
doi = {10.1109/IGARSS.2017.8127964},
timestamp = {Tue, 29 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/igarss/PilesCCEKJ17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/RuescasHKKC17,
author = {Ana B. Ruescas and
Martin Hieronymi and
Sampsa S. Koponen and
Kari Y. Kallio and
Gustau Camps{-}Valls},
title = {Retrieval of coloured dissolved organic matter with machine learning
methods},
booktitle = {2017 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2017, Fort Worth, TX, USA, July 23-28, 2017},
pages = {2187--2190},
publisher = {{IEEE}},
year = {2017},
url = {https://doi.org/10.1109/IGARSS.2017.8127421},
doi = {10.1109/IGARSS.2017.8127421},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/RuescasHKKC17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/SvendsenMCC17,
author = {Daniel Heestermans Svendsen and
Luca Martino and
Manuel Campos{-}Taberner and
Gustau Camps{-}Valls},
title = {Joint Gaussian processes for inverse modeling},
booktitle = {2017 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2017, Fort Worth, TX, USA, July 23-28, 2017},
pages = {3980--3983},
publisher = {{IEEE}},
year = {2017},
url = {https://doi.org/10.1109/IGARSS.2017.8127872},
doi = {10.1109/IGARSS.2017.8127872},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/SvendsenMCC17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/Perez-SuayLMMGC17,
author = {Adri{\'{a}}n P{\'{e}}rez{-}Suay and
Valero Laparra and
Gonzalo Mateo{-}Garcia and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Luis G{\'{o}}mez{-}Chova and
Gustau Camps{-}Valls},
editor = {Michelangelo Ceci and
Jaakko Hollm{\'{e}}n and
Ljupco Todorovski and
Celine Vens and
Saso Dzeroski},
title = {Fair Kernel Learning},
booktitle = {Machine Learning and Knowledge Discovery in Databases - European Conference,
{ECML} {PKDD} 2017, Skopje, Macedonia, September 18-22, 2017, Proceedings,
Part {I}},
series = {Lecture Notes in Computer Science},
volume = {10534},
pages = {339--355},
publisher = {Springer},
year = {2017},
url = {https://doi.org/10.1007/978-3-319-71249-9\_21},
doi = {10.1007/978-3-319-71249-9\_21},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/Perez-SuayLMMGC17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/scia/Camps-VallsSMML17,
author = {Gustau Camps{-}Valls and
Daniel H. Svendsen and
Luca Martino and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Valero Laparra and
Manuel Campos{-}Taberner and
David Luengo},
editor = {Puneet Sharma and
Filippo Maria Bianchi},
title = {Physics-Aware Gaussian Processes for Earth Observation},
booktitle = {Image Analysis - 20th Scandinavian Conference, {SCIA} 2017, Troms{\o},
Norway, June 12-14, 2017, Proceedings, Part {II}},
series = {Lecture Notes in Computer Science},
volume = {10270},
pages = {205--217},
publisher = {Springer},
year = {2017},
url = {https://doi.org/10.1007/978-3-319-59129-2\_18},
doi = {10.1007/978-3-319-59129-2\_18},
timestamp = {Tue, 16 Aug 2022 23:04:27 +0200},
biburl = {https://dblp.org/rec/conf/scia/Camps-VallsSMML17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/scia/MartinoVC17,
author = {Luca Martino and
Jorge Vicent and
Gustau Camps{-}Valls},
editor = {Puneet Sharma and
Filippo Maria Bianchi},
title = {Automatic Emulation by Adaptive Relevance Vector Machines},
booktitle = {Image Analysis - 20th Scandinavian Conference, {SCIA} 2017, Troms{\o},
Norway, June 12-14, 2017, Proceedings, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {10269},
pages = {443--454},
publisher = {Springer},
year = {2017},
url = {https://doi.org/10.1007/978-3-319-59126-1\_37},
doi = {10.1007/978-3-319-59126-1\_37},
timestamp = {Mon, 16 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/scia/MartinoVC17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MartinoEC17,
author = {Luca Martino and
Victor Elvira and
Gustau Camps{-}Valls},
title = {Group Importance Sampling for Particle Filtering and {MCMC}},
journal = {CoRR},
volume = {abs/1704.02771},
year = {2017},
url = {http://arxiv.org/abs/1704.02771},
eprinttype = {arXiv},
eprint = {1704.02771},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/MartinoEC17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1710-00575,
author = {Pablo Morales{-}Alvarez and
Adrian Perez{-}Suay and
Rafael Molina and
Gustau Camps{-}Valls},
title = {Remote Sensing Image Classification with Large Scale Gaussian Processes},
journal = {CoRR},
volume = {abs/1710.00575},
year = {2017},
url = {http://arxiv.org/abs/1710.00575},
eprinttype = {arXiv},
eprint = {1710.00575},
timestamp = {Wed, 16 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1710-00575.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1711-05197,
author = {Daniel Heestermans Svendsen and
Luca Martino and
Manuel Campos{-}Taberner and
Francisco Javier Garc{\'{\i}}a{-}Haro and
Gustau Camps{-}Valls},
title = {Joint Gaussian Processes for Biophysical Parameter Retrieval},
journal = {CoRR},
volume = {abs/1711.05197},
year = {2017},
url = {http://arxiv.org/abs/1711.05197},
eprinttype = {arXiv},
eprint = {1711.05197},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1711-05197.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/dagstuhl-reports/Camps-VallsHK17,
author = {Gustau Camps{-}Valls and
Thomas Hickler and
Birgitta K{\"{o}}nig{-}Ries},
title = {Computer Science Meets Ecology (Dagstuhl Seminar 17091)},
journal = {Dagstuhl Reports},
volume = {7},
number = {2},
pages = {109--134},
year = {2017},
url = {https://doi.org/10.4230/DagRep.7.2.109},
doi = {10.4230/DAGREP.7.2.109},
timestamp = {Wed, 20 Sep 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/dagstuhl-reports/Camps-VallsHK17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aeog/VerrelstRGDMC16,
author = {Jochem Verrelst and
Juan Pablo Rivera and
Anatoly A. Gitelson and
Jes{\'{u}}s Delegido and
Jos{\'{e}} F. Moreno and
Gustau Camps{-}Valls},
title = {Spectral band selection for vegetation properties retrieval using
Gaussian processes regression},
journal = {Int. J. Appl. Earth Obs. Geoinformation},
volume = {52},
pages = {554--567},
year = {2016},
url = {https://doi.org/10.1016/j.jag.2016.07.016},
doi = {10.1016/J.JAG.2016.07.016},
timestamp = {Fri, 09 Apr 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/aeog/VerrelstRGDMC16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/lgrs/VerrelstDRMCM16,
author = {Jochem Verrelst and
Sara Dethier and
Juan Pablo Rivera and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Gustau Camps{-}Valls and
Jos{\'{e}} F. Moreno},
title = {Active Learning Methods for Efficient Hybrid Biophysical Variable
Retrieval},
journal = {{IEEE} Geosci. Remote. Sens. Lett.},
volume = {13},
number = {7},
pages = {1012--1016},
year = {2016},
url = {https://doi.org/10.1109/LGRS.2016.2560799},
doi = {10.1109/LGRS.2016.2560799},
timestamp = {Thu, 09 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/lgrs/VerrelstDRMCM16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/remotesensing/VerrelstSRMVCM16,
author = {Jochem Verrelst and
Neus Sabater and
Juan Pablo Rivera and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Jorge Vicent and
Gustau Camps{-}Valls and
Jos{\'{e}} F. Moreno},
title = {Emulation of Leaf, Canopy and Atmosphere Radiative Transfer Models
for Fast Global Sensitivity Analysis},
journal = {Remote. Sens.},
volume = {8},
number = {8},
pages = {673},
year = {2016},
url = {https://doi.org/10.3390/rs8080673},
doi = {10.3390/RS8080673},
timestamp = {Tue, 18 Jun 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/remotesensing/VerrelstSRMVCM16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/staeors/Campos-Taberner16,
author = {Manuel Campos{-}Taberner and
Adriana Romero{-}Soriano and
Carlo Gatta and
Gustau Camps{-}Valls and
Adrien Lagrange and
Bertrand Le Saux and
Anne Beaup{\`{e}}re and
Alexandre Boulch and
Adrien Chan{-}Hon{-}Tong and
St{\'{e}}phane Herbin and
Hicham Randrianarivo and
Marin Ferecatu and
Michal Shimoni and
Gabriele Moser and
Devis Tuia},
title = {Processing of Extremely High-Resolution LiDAR and {RGB} Data: Outcome
of the 2015 {IEEE} {GRSS} Data Fusion Contest-Part {A:} 2-D Contest},
journal = {{IEEE} J. Sel. Top. Appl. Earth Obs. Remote. Sens.},
volume = {9},
number = {12},
pages = {5547--5559},
year = {2016},
url = {https://doi.org/10.1109/JSTARS.2016.2569162},
doi = {10.1109/JSTARS.2016.2569162},
timestamp = {Mon, 26 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/staeors/Campos-Taberner16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/RomeroGC16,
author = {Adriana Romero and
Carlo Gatta and
Gustau Camps{-}Valls},
title = {Unsupervised Deep Feature Extraction for Remote Sensing Image Classification},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {54},
number = {3},
pages = {1349--1362},
year = {2016},
url = {https://doi.org/10.1109/TGRS.2015.2478379},
doi = {10.1109/TGRS.2015.2478379},
timestamp = {Tue, 12 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tgrs/RomeroGC16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mlsp/LuengoCC16,
author = {David Luengo and
Manuel Campos{-}Taberner and
Gustau Camps{-}Valls},
editor = {Francesco A. N. Palmieri and
Aurelio Uncini and
Kostas I. Diamantaras and
Jan Larsen},
title = {Latent force models for earth observation time series prediction},
booktitle = {26th {IEEE} International Workshop on Machine Learning for Signal
Processing, {MLSP} 2016, Vietri sul Mare, Salerno, Italy, September
13-16, 2016},
pages = {1--6},
publisher = {{IEEE}},
year = {2016},
url = {https://doi.org/10.1109/MLSP.2016.7738844},
doi = {10.1109/MLSP.2016.7738844},
timestamp = {Wed, 16 Oct 2019 14:14:49 +0200},
biburl = {https://dblp.org/rec/conf/mlsp/LuengoCC16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/Izquierdo-Verdiguier16,
author = {Emma Izquierdo{-}Verdiguier and
Valero Laparra and
Robert Jenssen and
Luis G{\'{o}}mez{-}Chova and
Gustau Camps{-}Valls},
title = {Optimized Kernel Entropy Components},
journal = {CoRR},
volume = {abs/1603.02806},
year = {2016},
url = {http://arxiv.org/abs/1603.02806},
eprinttype = {arXiv},
eprint = {1603.02806},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/Izquierdo-Verdiguier16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/LaparraGCM16,
author = {Valero Laparra and
Juan Guti{\'{e}}rrez and
Gustavo Camps{-}Valls and
Jes{\'{u}}s Malo},
title = {Image Denoising with Kernels based on Natural Image Relations},
journal = {CoRR},
volume = {abs/1602.00217},
year = {2016},
url = {http://arxiv.org/abs/1602.00217},
eprinttype = {arXiv},
eprint = {1602.00217},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/LaparraGCM16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/LaparraMC16,
author = {Valero Laparra and
Jes{\'{u}}s Malo and
Gustau Camps{-}Valls},
title = {Dimensionality Reduction via Regression in Hyperspectral Imagery},
journal = {CoRR},
volume = {abs/1602.00214},
year = {2016},
url = {http://arxiv.org/abs/1602.00214},
eprinttype = {arXiv},
eprint = {1602.00214},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/LaparraMC16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MartinoEC16,
author = {Luca Martino and
Victor Elvira and
Gustau Camps{-}Valls},
title = {The Recycling Gibbs Sampler for Efficient Learning},
journal = {CoRR},
volume = {abs/1611.07056},
year = {2016},
url = {http://arxiv.org/abs/1611.07056},
eprinttype = {arXiv},
eprint = {1611.07056},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/MartinoEC16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/Izquierdo-VerdiguierJGC15,
author = {Emma Izquierdo{-}Verdiguier and
Robert Jenssen and
Luis G{\'{o}}mez{-}Chova and
Gustavo Camps{-}Valls},
title = {Spectral clustering with the probabilistic cluster kernel},
journal = {Neurocomputing},
volume = {149},
pages = {1299--1304},
year = {2015},
url = {https://doi.org/10.1016/j.neucom.2014.08.068},
doi = {10.1016/J.NEUCOM.2014.08.068},
timestamp = {Sat, 19 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijon/Izquierdo-VerdiguierJGC15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jstsp/LaparraMC15,
author = {Valero Laparra and
Jesus Malo and
Gustau Camps{-}Valls},
title = {Dimensionality Reduction via Regression in Hyperspectral Imagery},
journal = {{IEEE} J. Sel. Top. Signal Process.},
volume = {9},
number = {6},
pages = {1026--1036},
year = {2015},
url = {https://doi.org/10.1109/JSTSP.2015.2417833},
doi = {10.1109/JSTSP.2015.2417833},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jstsp/LaparraMC15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/lgrs/Campos-Taberner15,
author = {Manuel Campos{-}Taberner and
F. Javier Garc{\'{\i}}a{-}Haro and
{\'{A}}lvaro Moreno and
M. Amparo Gilabert Navarro and
Sergio Sanchez{-}Ruiz and
Beatriz Mart{\'{\i}}nez and
Gustau Camps{-}Valls},
title = {Mapping Leaf Area Index With a Smartphone and Gaussian Processes},
journal = {{IEEE} Geosci. Remote. Sens. Lett.},
volume = {12},
number = {12},
pages = {2501--2505},
year = {2015},
url = {https://doi.org/10.1109/LGRS.2015.2488682},
doi = {10.1109/LGRS.2015.2488682},
timestamp = {Tue, 07 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/lgrs/Campos-Taberner15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pieee/Gomez-ChovaTMC15,
author = {Luis G{\'{o}}mez{-}Chova and
Devis Tuia and
Gabriele Moser and
Gustau Camps{-}Valls},
title = {Multimodal Classification of Remote Sensing Images: {A} Review and
Future Directions},
journal = {Proc. {IEEE}},
volume = {103},
number = {9},
pages = {1560--1584},
year = {2015},
url = {https://doi.org/10.1109/JPROC.2015.2449668},
doi = {10.1109/JPROC.2015.2449668},
timestamp = {Fri, 02 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pieee/Gomez-ChovaTMC15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/remotesensing/RiveraVGMMC15,
author = {Juan Pablo Rivera and
Jochem Verrelst and
Jos{\'{e}} G{\'{o}}mez{-}Dans and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Jos{\'{e}} F. Moreno and
Gustau Camps{-}Valls},
title = {An Emulator Toolbox to Approximate Radiative Transfer Models with
Statistical Learning},
journal = {Remote. Sens.},
volume = {7},
number = {7},
pages = {9347--9370},
year = {2015},
url = {https://doi.org/10.3390/rs70709347},
doi = {10.3390/RS70709347},
timestamp = {Mon, 11 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/remotesensing/RiveraVGMMC15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/BlixCJ15,
author = {Katalin Blix and
Gustau Camps{-}Valls and
Robert Jenssen},
title = {Sensitivity analysis of Gaussian processes for oceanic chlorophyll
prediction},
booktitle = {2015 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2015, Milan, Italy, July 26-31, 2015},
pages = {996--999},
publisher = {{IEEE}},
year = {2015},
url = {https://doi.org/10.1109/IGARSS.2015.7325936},
doi = {10.1109/IGARSS.2015.7325936},
timestamp = {Wed, 16 Oct 2019 14:14:53 +0200},
biburl = {https://dblp.org/rec/conf/igarss/BlixCJ15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Campos-Taberner15,
author = {Manuel Campos{-}Taberner and
F. Javier Garc{\'{\i}}a{-}Haro and
{\'{A}}lvaro Moreno and
Mar{\'{\i}}a Amparo Gilabert and
Beatriz Mart{\'{\i}}nez and
Sergio Sanchez{-}Ruiz and
Gustau Camps{-}Valls},
title = {Development of an earth observation processing chain for crop bio-physical
parameters at local scale},
booktitle = {2015 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2015, Milan, Italy, July 26-31, 2015},
pages = {29--32},
publisher = {{IEEE}},
year = {2015},
url = {https://doi.org/10.1109/IGARSS.2015.7325689},
doi = {10.1109/IGARSS.2015.7325689},
timestamp = {Wed, 19 May 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/Campos-Taberner15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Campos-Taberner15b,
author = {Manuel Campos{-}Taberner and
Adriana Romero and
Carlo Gatta and
Gustau Camps{-}Valls},
title = {Shared feature representations of LiDAR and optical images: Trading
sparsity for semantic discrimination},
booktitle = {2015 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2015, Milan, Italy, July 26-31, 2015},
pages = {4169--4172},
publisher = {{IEEE}},
year = {2015},
url = {https://doi.org/10.1109/IGARSS.2015.7326744},
doi = {10.1109/IGARSS.2015.7326744},
timestamp = {Thu, 15 Jun 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/Campos-Taberner15b.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Camps-VallsJIPT15,
author = {Gustau Camps{-}Valls and
Martin Jung and
Kazuhito Ichii and
Dario Papale and
Gianluca Tramontana and
Paul Bodesheim and
Christopher R. Schwalm and
Jakob Zscheischler and
Miguel D. Mahecha and
Markus Reichstein},
title = {Ranking drivers of global carbon and energy fluxes over land},
booktitle = {2015 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2015, Milan, Italy, July 26-31, 2015},
pages = {4416--4419},
publisher = {{IEEE}},
year = {2015},
url = {https://doi.org/10.1109/IGARSS.2015.7326806},
doi = {10.1109/IGARSS.2015.7326806},
timestamp = {Wed, 16 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/Camps-VallsJIPT15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Gomez-ChovaARMC15,
author = {Luis G{\'{o}}mez{-}Chova and
Julia Amor{\'{o}}s{-}L{\'{o}}pez and
Antonio Ruiz{-}Verd{\'{u}} and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Gustau Camps{-}Valls},
title = {Operational cloud screening service for Sentinel-2 image time series},
booktitle = {2015 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2015, Milan, Italy, July 26-31, 2015},
pages = {334--337},
publisher = {{IEEE}},
year = {2015},
url = {https://doi.org/10.1109/IGARSS.2015.7325768},
doi = {10.1109/IGARSS.2015.7325768},
timestamp = {Thu, 25 May 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/Gomez-ChovaARMC15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/GonzalezCT15,
author = {Diego {Marcos Gonzalez} and
Gustau Camps{-}Valls and
Devis Tuia},
title = {Weakly supervised alignment of multisensor images},
booktitle = {2015 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2015, Milan, Italy, July 26-31, 2015},
pages = {2588--2591},
publisher = {{IEEE}},
year = {2015},
url = {https://doi.org/10.1109/IGARSS.2015.7326341},
doi = {10.1109/IGARSS.2015.7326341},
timestamp = {Thu, 15 Jun 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/GonzalezCT15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/LaparraGTC15,
author = {Valero Laparra and
Diego {Marcos Gonzalez} and
Devis Tuia and
Gustau Camps{-}Valls},
title = {Large-scale random features for kernel regression},
booktitle = {2015 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2015, Milan, Italy, July 26-31, 2015},
pages = {17--20},
publisher = {{IEEE}},
year = {2015},
url = {https://doi.org/10.1109/IGARSS.2015.7325686},
doi = {10.1109/IGARSS.2015.7325686},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/LaparraGTC15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Munoz-MariVLC15,
author = {Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Jochem Verrelst and
Miguel L{\'{a}}zaro{-}Gredilla and
Gustau Camps{-}Valls},
title = {Biophysical parameter retrieval with warped Gaussian processes},
booktitle = {2015 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2015, Milan, Italy, July 26-31, 2015},
pages = {13--16},
publisher = {{IEEE}},
year = {2015},
url = {https://doi.org/10.1109/IGARSS.2015.7325685},
doi = {10.1109/IGARSS.2015.7325685},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/Munoz-MariVLC15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/VerrelstRGCM15,
author = {Jochem Verrelst and
Juan Pablo Rivera and
Jos{\'{e}} G{\'{o}}mez{-}Dans and
Gustau Camps{-}Valls and
Jos{\'{e}} F. Moreno},
title = {Replacing radiative transfer models by surrogate approximations through
machine learning},
booktitle = {2015 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2015, Milan, Italy, July 26-31, 2015},
pages = {633--636},
publisher = {{IEEE}},
year = {2015},
url = {https://doi.org/10.1109/IGARSS.2015.7325843},
doi = {10.1109/IGARSS.2015.7325843},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/VerrelstRGCM15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/Camps-Valls15,
author = {Gustavo Camps{-}Valls},
editor = {Ahlame Douzal Chouakria and
Jos{\'{e}} A. Vilar Fern{\'{a}}ndez and
Pierre{-}Fran{\c{c}}ois Marteau and
Elizabeth Ann Maharaj and
Andr{\'{e}}s M. Alonso Fern{\'{a}}ndez and
Edoardo Otranto and
Maria{-}Irina Nicolae},
title = {Capturing Time-structures in Earth Observation Data with Gaussian
Processes (abstract)},
booktitle = {Proceedings of the 1st International Workshop on Advanced Analytics
and Learning on Temporal Data, {AALTD} 2015, co-located with The European
Conference on Machine Learning and Principles and Practice of Knowledge
Discovery in Databases {(ECML} {PKDD} 2015), Porto, Portugal, September
11, 2015},
series = {{CEUR} Workshop Proceedings},
volume = {1425},
publisher = {CEUR-WS.org},
year = {2015},
url = {https://ceur-ws.org/Vol-1425/paper1.pdf},
timestamp = {Fri, 10 Mar 2023 16:22:13 +0100},
biburl = {https://dblp.org/rec/conf/pkdd/Camps-Valls15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/MateoMLVC15,
author = {Fernando Mateo and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Valero Laparra and
Jochem Verrelst and
Gustau Camps{-}Valls},
editor = {Ahlame Douzal Chouakria and
Jos{\'{e}} A. Vilar Fern{\'{a}}ndez and
Pierre{-}Fran{\c{c}}ois Marteau},
title = {Learning Structures in Earth Observation Data with Gaussian Processes},
booktitle = {Advanced Analysis and Learning on Temporal Data - First {ECML} {PKDD}
Workshop, {AALTD} 2015, Porto, Portugal, September 11, 2015, Revised
Selected Papers},
series = {Lecture Notes in Computer Science},
volume = {9785},
pages = {78--94},
publisher = {Springer},
year = {2015},
url = {https://doi.org/10.1007/978-3-319-44412-3\_6},
doi = {10.1007/978-3-319-44412-3\_6},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/MateoMLVC15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/RomeroGC15,
author = {Adriana Romero and
Carlo Gatta and
Gustau Camps{-}Valls},
title = {Unsupervised Deep Feature Extraction for Remote Sensing Image Classification},
journal = {CoRR},
volume = {abs/1511.08131},
year = {2015},
url = {http://arxiv.org/abs/1511.08131},
eprinttype = {arXiv},
eprint = {1511.08131},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/RomeroGC15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/TuiaC15,
author = {Devis Tuia and
Gustau Camps{-}Valls},
title = {Kernel Manifold Alignment},
journal = {CoRR},
volume = {abs/1504.02338},
year = {2015},
url = {http://arxiv.org/abs/1504.02338},
eprinttype = {arXiv},
eprint = {1504.02338},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/TuiaC15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/dsp/Rojo-AlvarezMMC14,
author = {Jos{\'{e}} Luis Rojo{-}{\'{A}}lvarez and
Manel Mart{\'{\i}}nez{-}Ram{\'{o}}n and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Gustavo Camps{-}Valls},
title = {A unified {SVM} framework for signal estimation},
journal = {Digit. Signal Process.},
volume = {26},
pages = {1--20},
year = {2014},
url = {https://doi.org/10.1016/j.dsp.2013.11.009},
doi = {10.1016/J.DSP.2013.11.009},
timestamp = {Thu, 23 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/dsp/Rojo-AlvarezMMC14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijns/LaparraJTCM14,
author = {Valero Laparra and
Sandra Jim{\'{e}}nez and
Devis Tuia and
Gustau Camps{-}Valls and
Jes{\'{u}}s Malo},
title = {Principal Polynomial Analysis},
journal = {Int. J. Neural Syst.},
volume = {24},
number = {7},
year = {2014},
url = {https://doi.org/10.1142/S0129065714400073},
doi = {10.1142/S0129065714400073},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijns/LaparraJTCM14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/lgrs/Lazaro-GredillaTVC14,
author = {Miguel L{\'{a}}zaro{-}Gredilla and
Michalis K. Titsias and
Jochem Verrelst and
Gustavo Camps{-}Valls},
title = {Retrieval of Biophysical Parameters With Heteroscedastic Gaussian
Processes},
journal = {{IEEE} Geosci. Remote. Sens. Lett.},
volume = {11},
number = {4},
pages = {838--842},
year = {2014},
url = {https://doi.org/10.1109/LGRS.2013.2279695},
doi = {10.1109/LGRS.2013.2279695},
timestamp = {Thu, 09 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/lgrs/Lazaro-GredillaTVC14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/lgrs/Salcedo-SanzCMC14,
author = {Sancho Salcedo{-}Sanz and
Carlos Casanova{-}Mateo and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Gustavo Camps{-}Valls},
title = {Prediction of Daily Global Solar Irradiation Using Temporal Gaussian
Processes},
journal = {{IEEE} Geosci. Remote. Sens. Lett.},
volume = {11},
number = {11},
pages = {1936--1940},
year = {2014},
url = {https://doi.org/10.1109/LGRS.2014.2314315},
doi = {10.1109/LGRS.2014.2314315},
timestamp = {Thu, 09 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/lgrs/Salcedo-SanzCMC14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/spm/Camps-VallsTBB14,
author = {Gustavo Camps{-}Valls and
Devis Tuia and
Lorenzo Bruzzone and
J{\'{o}}n Atli Benediktsson},
title = {Advances in Hyperspectral Image Classification: Earth Monitoring with
Statistical Learning Methods},
journal = {{IEEE} Signal Process. Mag.},
volume = {31},
number = {1},
pages = {45--54},
year = {2014},
url = {https://doi.org/10.1109/MSP.2013.2279179},
doi = {10.1109/MSP.2013.2279179},
timestamp = {Mon, 28 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/spm/Camps-VallsTBB14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/staeors/CaicedoVMMC14,
author = {Juan Pablo Rivera Caicedo and
Jochem Verrelst and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Jos{\'{e}} F. Moreno and
Gustavo Camps{-}Valls},
title = {Toward a Semiautomatic Machine Learning Retrieval of Biophysical Parameters},
journal = {{IEEE} J. Sel. Top. Appl. Earth Obs. Remote. Sens.},
volume = {7},
number = {4},
pages = {1249--1259},
year = {2014},
url = {https://doi.org/10.1109/JSTARS.2014.2298752},
doi = {10.1109/JSTARS.2014.2298752},
timestamp = {Tue, 31 Mar 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/staeors/CaicedoVMMC14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/Izquierdo-VerdiguierGBC14,
author = {Emma Izquierdo{-}Verdiguier and
Luis G{\'{o}}mez{-}Chova and
Lorenzo Bruzzone and
Gustavo Camps{-}Valls},
title = {Semisupervised Kernel Feature Extraction for Remote Sensing Image
Analysis},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {52},
number = {9},
pages = {5567--5578},
year = {2014},
url = {https://doi.org/10.1109/TGRS.2013.2290372},
doi = {10.1109/TGRS.2013.2290372},
timestamp = {Tue, 12 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tgrs/Izquierdo-VerdiguierGBC14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/RuizMCMK14,
author = {Pablo Ruiz and
Javier Mateos and
Gustavo Camps{-}Valls and
Rafael Molina and
Aggelos K. Katsaggelos},
title = {Bayesian Active Remote Sensing Image Classification},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {52},
number = {4},
pages = {2186--2196},
year = {2014},
url = {https://doi.org/10.1109/TGRS.2013.2258468},
doi = {10.1109/TGRS.2013.2258468},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tgrs/RuizMCMK14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/TuiaVTC14,
author = {Devis Tuia and
Michele Volpi and
Maxime Trolliet and
Gustavo Camps{-}Valls},
title = {Semisupervised Manifold Alignment of Multimodal Remote Sensing Images},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {52},
number = {12},
pages = {7708--7720},
year = {2014},
url = {https://doi.org/10.1109/TGRS.2014.2317499},
doi = {10.1109/TGRS.2014.2317499},
timestamp = {Tue, 12 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tgrs/TuiaVTC14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/TuiaMRMC14,
author = {Devis Tuia and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Jos{\'{e}} Luis Rojo{-}{\'{A}}lvarez and
Manel Mart{\'{\i}}nez{-}Ram{\'{o}}n and
Gustavo Camps{-}Valls},
title = {Explicit Recursive and Adaptive Filtering in Reproducing Kernel Hilbert
Spaces},
journal = {{IEEE} Trans. Neural Networks Learn. Syst.},
volume = {25},
number = {7},
pages = {1413--1419},
year = {2014},
url = {https://doi.org/10.1109/TNNLS.2013.2293871},
doi = {10.1109/TNNLS.2013.2293871},
timestamp = {Thu, 23 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tnn/TuiaMRMC14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/widm/Salcedo-SanzRMC14,
author = {Sancho Salcedo{-}Sanz and
Jos{\'{e}} Luis Rojo{-}{\'{A}}lvarez and
Manel Mart{\'{\i}}nez{-}Ram{\'{o}}n and
Gustavo Camps{-}Valls},
title = {Support vector machines in engineering: an overview},
journal = {WIREs Data Mining Knowl. Discov.},
volume = {4},
number = {3},
pages = {234--267},
year = {2014},
url = {https://doi.org/10.1002/widm.1125},
doi = {10.1002/WIDM.1125},
timestamp = {Thu, 23 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/widm/Salcedo-SanzRMC14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icip/AmraniLCSM14,
author = {Naoufal Amrani and
Valero Laparra and
Gustavo Camps{-}Valls and
Joan Serra{-}Sagrist{\`{a}} and
Jes{\'{u}}s Malo},
title = {Lossless coding of hyperspectral images with principal polynomial
analysis},
booktitle = {2014 {IEEE} International Conference on Image Processing, {ICIP} 2014,
Paris, France, October 27-30, 2014},
pages = {4023--4026},
publisher = {{IEEE}},
year = {2014},
url = {https://doi.org/10.1109/ICIP.2014.7025817},
doi = {10.1109/ICIP.2014.7025817},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icip/AmraniLCSM14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icpr/TuiaVC14,
author = {Devis Tuia and
Michele Volpi and
Gustau Camps{-}Valls},
title = {Unsupervised Alignment of Image Manifolds with Centrality Measures},
booktitle = {22nd International Conference on Pattern Recognition, {ICPR} 2014,
Stockholm, Sweden, August 24-28, 2014},
pages = {912--917},
publisher = {{IEEE} Computer Society},
year = {2014},
url = {https://doi.org/10.1109/ICPR.2014.167},
doi = {10.1109/ICPR.2014.167},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icpr/TuiaVC14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/JacobsTTCKS14,
author = {Jan{-}Pieter Jacobs and
Guy Thoonen and
Devis Tuia and
Gustavo Camps{-}Valls and
Pieter Kempeneers and
Paul Scheunders},
title = {Spectral adaptation of hyperspectral flight lines using {VHR} contextual
information},
booktitle = {2014 {IEEE} Geoscience and Remote Sensing Symposium, {IGARSS} 2014,
Quebec City, QC, Canada, July 13-18, 2014},
pages = {2953--2956},
publisher = {{IEEE}},
year = {2014},
url = {https://doi.org/10.1109/IGARSS.2014.6947096},
doi = {10.1109/IGARSS.2014.6947096},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/igarss/JacobsTTCKS14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/whispers/LaparraMC14,
author = {Valero Laparra and
Jesus Malo and
Gustavo Camps{-}Valls},
title = {Dimensionality reduction via regression on hyperspectral infrared
sounding data},
booktitle = {6th Workshop on Hyperspectral Image and Signal Processing: Evolution
in Remote Sensing, {WHISPERS} 2014, Lausanne, Switzerland, June 24-27,
2014},
pages = {1--4},
publisher = {{IEEE}},
year = {2014},
url = {https://doi.org/10.1109/WHISPERS.2014.8077649},
doi = {10.1109/WHISPERS.2014.8077649},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/whispers/LaparraMC14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/whispers/LongbothamC14,
author = {Nathan Longbotham and
Gustavo Camps{-}Valls},
title = {A family of kernel anomaly change detectors},
booktitle = {6th Workshop on Hyperspectral Image and Signal Processing: Evolution
in Remote Sensing, {WHISPERS} 2014, Lausanne, Switzerland, June 24-27,
2014},
pages = {1--4},
publisher = {{IEEE}},
year = {2014},
url = {https://doi.org/10.1109/WHISPERS.2014.8077648},
doi = {10.1109/WHISPERS.2014.8077648},
timestamp = {Mon, 16 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/whispers/LongbothamC14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/whispers/LongbothamPBC14,
author = {Nathan Longbotham and
Fabio Pacifici and
Bill Baugh and
Gustavo Camps{-}Valls},
title = {Prelaunch assessment of worldview-3 information content},
booktitle = {6th Workshop on Hyperspectral Image and Signal Processing: Evolution
in Remote Sensing, {WHISPERS} 2014, Lausanne, Switzerland, June 24-27,
2014},
pages = {1--4},
publisher = {{IEEE}},
year = {2014},
url = {https://doi.org/10.1109/WHISPERS.2014.8077566},
doi = {10.1109/WHISPERS.2014.8077566},
timestamp = {Mon, 16 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/whispers/LongbothamPBC14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/whispers/RomeroGC14,
author = {Adriana Romero and
Carlo Gatta and
Gustavo Camps{-}Valls},
title = {Unsupervised deep feature extraction of hyperspectral images},
booktitle = {6th Workshop on Hyperspectral Image and Signal Processing: Evolution
in Remote Sensing, {WHISPERS} 2014, Lausanne, Switzerland, June 24-27,
2014},
pages = {1--4},
publisher = {{IEEE}},
year = {2014},
url = {https://doi.org/10.1109/WHISPERS.2014.8077647},
doi = {10.1109/WHISPERS.2014.8077647},
timestamp = {Mon, 16 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/whispers/RomeroGC14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aeog/Amoros-LopezG0GZMC13,
author = {Julia Amor{\'{o}}s{-}L{\'{o}}pez and
Luis G{\'{o}}mez{-}Chova and
Luis Alonso and
Luis Guanter and
Ra{\'{u}}l Zurita{-}Milla and
Jos{\'{e}} F. Moreno and
Gustavo Camps{-}Valls},
title = {Multitemporal fusion of Landsat/TM and {ENVISAT/MERIS} for crop monitoring},
journal = {Int. J. Appl. Earth Obs. Geoinformation},
volume = {23},
pages = {132--141},
year = {2013},
url = {https://doi.org/10.1016/j.jag.2012.12.004},
doi = {10.1016/J.JAG.2012.12.004},
timestamp = {Thu, 20 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/aeog/Amoros-LopezG0GZMC13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/lgrs/Izquierdo-VerdiguierLGC13,
author = {Emma Izquierdo{-}Verdiguier and
Valero Laparra and
Luis G{\'{o}}mez{-}Chova and
Gustavo Camps{-}Valls},
title = {Encoding Invariances in Remote Sensing Image Classification With {SVM}},
journal = {{IEEE} Geosci. Remote. Sens. Lett.},
volume = {10},
number = {5},
pages = {981--985},
year = {2013},
url = {https://doi.org/10.1109/LGRS.2012.2227297},
doi = {10.1109/LGRS.2012.2227297},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/lgrs/Izquierdo-VerdiguierLGC13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/spm/Arenas-GarciaPCH13,
author = {Jer{\'{o}}nimo Arenas{-}Garc{\'{\i}}a and
Kaare Brandt Petersen and
Gustavo Camps{-}Valls and
Lars Kai Hansen},
title = {Kernel Multivariate Analysis Framework for Supervised Subspace Learning:
{A} Tutorial on Linear and Kernel Multivariate Methods},
journal = {{IEEE} Signal Process. Mag.},
volume = {30},
number = {4},
pages = {16--29},
year = {2013},
url = {https://doi.org/10.1109/MSP.2013.2250591},
doi = {10.1109/MSP.2013.2250591},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/spm/Arenas-GarciaPCH13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/staeors/Verrelst0CMC13,
author = {Jochem Verrelst and
Luis Alonso and
Juan Pablo Rivera Caicedo and
Jos{\'{e}} F. Moreno and
Gustavo Camps{-}Valls},
title = {Gaussian Process Retrieval of Chlorophyll Content From Imaging Spectroscopy
Data},
journal = {{IEEE} J. Sel. Top. Appl. Earth Obs. Remote. Sens.},
volume = {6},
number = {2-3},
pages = {867--874},
year = {2013},
url = {https://doi.org/10.1109/JSTARS.2012.2222356},
doi = {10.1109/JSTARS.2012.2222356},
timestamp = {Tue, 31 Mar 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/staeors/Verrelst0CMC13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/Leiva-MurilloGC13,
author = {Jos{\'{e}} M. Leiva{-}Murillo and
Luis G{\'{o}}mez{-}Chova and
Gustavo Camps{-}Valls},
title = {Multitask Remote Sensing Data Classification},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {51},
number = {1},
pages = {151--161},
year = {2013},
url = {https://doi.org/10.1109/TGRS.2012.2200043},
doi = {10.1109/TGRS.2012.2200043},
timestamp = {Tue, 12 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tgrs/Leiva-MurilloGC13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Gomez-ChovaIAMC13,
author = {Luis G{\'{o}}mez{-}Chova and
Emma Izquierdo{-}Verdiguier and
Julia Amor{\'{o}}s{-}L{\'{o}}pez and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Gustavo Camps{-}Valls},
title = {Kernel change discriminant analysis for multitemporal cloud masking},
booktitle = {2013 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2013, Melbourne, Australia, July 21-26, 2013},
pages = {2974--2977},
publisher = {{IEEE}},
year = {2013},
url = {https://doi.org/10.1109/IGARSS.2013.6723450},
doi = {10.1109/IGARSS.2013.6723450},
timestamp = {Sat, 19 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/Gomez-ChovaIAMC13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Gomez-ChovaMAIC13,
author = {Luis G{\'{o}}mez{-}Chova and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Julia Amor{\'{o}}s{-}L{\'{o}}pez and
Emma Izquierdo{-}Verdiguier and
Gustavo Camps{-}Valls},
title = {Advances in synergy of {AATSR-MERIS} sensors for cloud detection},
booktitle = {2013 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2013, Melbourne, Australia, July 21-26, 2013},
pages = {4391--4394},
publisher = {{IEEE}},
year = {2013},
url = {https://doi.org/10.1109/IGARSS.2013.6723808},
doi = {10.1109/IGARSS.2013.6723808},
timestamp = {Sat, 19 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/Gomez-ChovaMAIC13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/JacobsTTCHS13,
author = {Jan{-}Pieter Jacobs and
Guy Thoonen and
Devis Tuia and
Gustavo Camps{-}Valls and
Birgen Haest and
Paul Scheunders},
title = {Domain adaptation with Hidden Markov Random Fields},
booktitle = {2013 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2013, Melbourne, Australia, July 21-26, 2013},
pages = {3112--3115},
publisher = {{IEEE}},
year = {2013},
url = {https://doi.org/10.1109/IGARSS.2013.6723485},
doi = {10.1109/IGARSS.2013.6723485},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/igarss/JacobsTTCHS13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Lazaro-GredillaTVC13,
author = {Miguel L{\'{a}}zaro{-}Gredilla and
Michalis K. Titsias and
Jochem Verrelst and
Gustavo Camps{-}Valls},
title = {Estimation of vegetation chlorophyll content with Variational Heteroscedastic
Gaussian Processes},
booktitle = {2013 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2013, Melbourne, Australia, July 21-26, 2013},
pages = {3010--3013},
publisher = {{IEEE}},
year = {2013},
url = {https://doi.org/10.1109/IGARSS.2013.6723459},
doi = {10.1109/IGARSS.2013.6723459},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/Lazaro-GredillaTVC13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/TalensLMC13,
author = {Vicent Talens and
Valero Laparra and
Jesus Malo and
Gustavo Camps{-}Valls},
title = {Kernel Structural SIMIlarity on hyperspectral images},
booktitle = {2013 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2013, Melbourne, Australia, July 21-26, 2013},
pages = {1214--1217},
publisher = {{IEEE}},
year = {2013},
url = {https://doi.org/10.1109/IGARSS.2013.6722998},
doi = {10.1109/IGARSS.2013.6722998},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/TalensLMC13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/VolpiMCKT13,
author = {Michele Volpi and
Frank de Morsier and
Gustavo Camps{-}Valls and
Mikhail F. Kanevski and
Devis Tuia},
title = {Multi-sensor change detection based on nonlinear canonical correlations},
booktitle = {2013 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2013, Melbourne, Australia, July 21-26, 2013},
pages = {1944--1947},
publisher = {{IEEE}},
year = {2013},
url = {https://doi.org/10.1109/IGARSS.2013.6723187},
doi = {10.1109/IGARSS.2013.6723187},
timestamp = {Wed, 14 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/igarss/VolpiMCKT13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/multitemp/Amoros-LopezIGM13,
author = {Julia Amor{\'{o}}s{-}L{\'{o}}pez and
Emma Izquierdo{-}Verdiguier and
Luis G{\'{o}}mez{-}Chova and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Gustavo Camps{-}Valls},
title = {A kernel regression approach to cloud and shadow detection in multitemporal
images},
booktitle = {7th International Workshop on the Analysis of Multi-temporal Remote
Sensing Images, MultiTemp 2013, Banff, AB, Canada, June 25-27, 2013},
pages = {1--4},
publisher = {{IEEE}},
year = {2013},
url = {https://doi.org/10.1109/Multi-Temp.2013.6866014},
doi = {10.1109/MULTI-TEMP.2013.6866014},
timestamp = {Sat, 19 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/multitemp/Amoros-LopezIGM13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/multitemp/Munoz-MariGAIC13,
author = {Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Luis G{\'{o}}mez{-}Chova and
Julia Amor{\'{o}}s{-}L{\'{o}}pez and
Emma Izquierdo{-}Verdiguier and
Gustavo Camps{-}Valls},
title = {Multiset Kernel {CCA} for multitemporal image classification},
booktitle = {7th International Workshop on the Analysis of Multi-temporal Remote
Sensing Images, MultiTemp 2013, Banff, AB, Canada, June 25-27, 2013},
pages = {1--4},
publisher = {{IEEE}},
year = {2013},
url = {https://doi.org/10.1109/Multi-Temp.2013.6866020},
doi = {10.1109/MULTI-TEMP.2013.6866020},
timestamp = {Mon, 16 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/multitemp/Munoz-MariGAIC13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/isrl/RuizMCMK13,
author = {Pablo Ruiz and
Javier Mateos and
Gustavo Camps{-}Valls and
Rafael Molina and
Aggelos K. Katsaggelos},
editor = {Angel Domingo Sappa and
Jordi Vitri{\`{a}}},
title = {Interactive Pansharpening and Active Classification in Remote Sensing},
booktitle = {Multimodal Interaction in Image and Video Applications},
series = {Intelligent Systems Reference Library},
volume = {48},
pages = {67--81},
publisher = {Springer},
year = {2013},
url = {https://doi.org/10.1007/978-3-642-35932-3\_5},
doi = {10.1007/978-3-642-35932-3\_5},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/series/isrl/RuizMCMK13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/Arenas-GarciaPCH13,
author = {Jer{\'{o}}nimo Arenas{-}Garc{\'{\i}}a and
Kaare Brandt Petersen and
Gustavo Camps{-}Valls and
Lars Kai Hansen},
title = {Kernel Multivariate Analysis Framework for Supervised Subspace Learning:
{A} Tutorial on Linear and Kernel Multivariate Methods},
journal = {CoRR},
volume = {abs/1310.5089},
year = {2013},
url = {http://arxiv.org/abs/1310.5089},
eprinttype = {arXiv},
eprint = {1310.5089},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/Arenas-GarciaPCH13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/Camps-VallsGGM13,
author = {Gustavo Camps{-}Valls and
Jaime Gutierrez and
Gabriel G{\'{o}}mez{-}P{\'{e}}rez and
Jes{\'{u}}s Malo},
title = {On the Suitable Domain for {SVM} Training in Image Coding},
journal = {CoRR},
volume = {abs/1310.5082},
year = {2013},
url = {http://arxiv.org/abs/1310.5082},
eprinttype = {arXiv},
eprint = {1310.5082},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/Camps-VallsGGM13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/Camps-VallsTBB13,
author = {Gustavo Camps{-}Valls and
Devis Tuia and
Lorenzo Bruzzone and
J{\'{o}}n Atli Benediktsson},
title = {Advances in Hyperspectral Image Classification: Earth monitoring with
statistical learning methods},
journal = {CoRR},
volume = {abs/1310.5107},
year = {2013},
url = {http://arxiv.org/abs/1310.5107},
eprinttype = {arXiv},
eprint = {1310.5107},
timestamp = {Mon, 28 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/Camps-VallsTBB13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/eswa/AtienzaRMVGC12,
author = {Felipe Alonso Atienza and
Jos{\'{e}} Luis Rojo{-}{\'{A}}lvarez and
Alfredo Rosado Mu{\~{n}}oz and
Juan J. Vinagre and
Arcadi Garc{\'{\i}}a{-}Alberola and
Gustavo Camps{-}Valls},
title = {Feature selection using support vector machines and bootstrap methods
for ventricular fibrillation detection},
journal = {Expert Syst. Appl.},
volume = {39},
number = {2},
pages = {1956--1967},
year = {2012},
url = {https://doi.org/10.1016/j.eswa.2011.08.051},
doi = {10.1016/J.ESWA.2011.08.051},
timestamp = {Thu, 23 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/eswa/AtienzaRMVGC12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/lgrs/VolpiTCK12,
author = {Michele Volpi and
Devis Tuia and
Gustavo Camps{-}Valls and
Mikhail F. Kanevski},
title = {Unsupervised Change Detection With Kernels},
journal = {{IEEE} Geosci. Remote. Sens. Lett.},
volume = {9},
number = {6},
pages = {1026--1030},
year = {2012},
url = {https://doi.org/10.1109/LGRS.2012.2189092},
doi = {10.1109/LGRS.2012.2189092},
timestamp = {Thu, 09 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/lgrs/VolpiTCK12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/LaparraJCM12,
author = {Valero Laparra and
Sandra Jim{\'{e}}nez and
Gustavo Camps{-}Valls and
Jes{\'{u}}s Malo},
title = {Nonlinearities and Adaptation of Color Vision from Sequential Principal
Curves Analysis},
journal = {Neural Comput.},
volume = {24},
number = {10},
pages = {2751--2788},
year = {2012},
url = {https://doi.org/10.1162/NECO\_a\_00342},
doi = {10.1162/NECO\_A\_00342},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neco/LaparraJCM12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pr/TuiaMC12,
author = {Devis Tuia and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Gustavo Camps{-}Valls},
title = {Remote sensing image segmentation by active queries},
journal = {Pattern Recognit.},
volume = {45},
number = {6},
pages = {2180--2192},
year = {2012},
url = {https://doi.org/10.1016/j.patcog.2011.12.012},
doi = {10.1016/J.PATCOG.2011.12.012},
timestamp = {Mon, 24 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/pr/TuiaMC12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/Camps-VallsMGGC12,
author = {Gustavo Camps{-}Valls and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Luis G{\'{o}}mez{-}Chova and
Luis Guanter and
Xavier Calbet},
title = {Nonlinear Statistical Retrieval of Atmospheric Profiles From MetOp-IASI
and {MTG-IRS} Infrared Sounding Data},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {50},
number = {5-2},
pages = {1759--1769},
year = {2012},
url = {https://doi.org/10.1109/TGRS.2011.2168963},
doi = {10.1109/TGRS.2011.2168963},
timestamp = {Wed, 07 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tgrs/Camps-VallsMGGC12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/Munoz-MariTC12,
author = {Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Devis Tuia and
Gustavo Camps{-}Valls},
title = {Semisupervised Classification of Remote Sensing Images With Active
Queries},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {50},
number = {10},
pages = {3751--3763},
year = {2012},
url = {https://doi.org/10.1109/TGRS.2012.2185504},
doi = {10.1109/TGRS.2012.2185504},
timestamp = {Tue, 12 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tgrs/Munoz-MariTC12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/VerrelstACDM12,
author = {Jochem Verrelst and
Luis Alonso and
Gustavo Camps{-}Valls and
Jes{\'{u}}s Delegido and
Jos{\'{e}} F. Moreno},
title = {Retrieval of Vegetation Biophysical Parameters Using Gaussian Process
Techniques},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {50},
number = {5-2},
pages = {1832--1843},
year = {2012},
url = {https://doi.org/10.1109/TGRS.2011.2168962},
doi = {10.1109/TGRS.2011.2168962},
timestamp = {Fri, 09 Apr 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tgrs/VerrelstACDM12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tsp/FlamaryTLCR12,
author = {R{\'{e}}mi Flamary and
Devis Tuia and
Benjamin Labb{\'{e}} and
Gustavo Camps{-}Valls and
Alain Rakotomamonjy},
title = {Large Margin Filtering},
journal = {{IEEE} Trans. Signal Process.},
volume = {60},
number = {2},
pages = {648--659},
year = {2012},
url = {https://doi.org/10.1109/TSP.2011.2173685},
doi = {10.1109/TSP.2011.2173685},
timestamp = {Fri, 27 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tsp/FlamaryTLCR12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/FurlaniTMBCB12,
author = {Mirco Furlani and
Devis Tuia and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Francesca Bovolo and
Gustavo Camps{-}Valls and
Lorenzo Bruzzone},
title = {Discovering single classes in remote sensing images with active learning},
booktitle = {2012 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2012, Munich, Germany, July 22-27, 2012},
pages = {7341--7344},
publisher = {{IEEE}},
year = {2012},
url = {https://doi.org/10.1109/IGARSS.2012.6351934},
doi = {10.1109/IGARSS.2012.6351934},
timestamp = {Wed, 16 Oct 2019 14:14:53 +0200},
biburl = {https://dblp.org/rec/conf/igarss/FurlaniTMBCB12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Izquierdo-VerdiguierGBC12,
author = {Emma Izquierdo{-}Verdiguier and
Luis G{\'{o}}mez{-}Chova and
Lorenzo Bruzzone and
Gustavo Camps{-}Valls},
title = {Semisupervised nonlinear feature extraction for image classification},
booktitle = {2012 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2012, Munich, Germany, July 22-27, 2012},
pages = {1525--1528},
publisher = {{IEEE}},
year = {2012},
url = {https://doi.org/10.1109/IGARSS.2012.6351244},
doi = {10.1109/IGARSS.2012.6351244},
timestamp = {Sat, 19 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/Izquierdo-VerdiguierGBC12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Izquierdo-VerdiguierLGC12,
author = {Emma Izquierdo{-}Verdiguier and
Valero Laparra and
Luis G{\'{o}}mez{-}Chova and
Gustavo Camps{-}Valls},
title = {Including invariances in {SVM} remote sensing image classification},
booktitle = {2012 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2012, Munich, Germany, July 22-27, 2012},
pages = {7353--7356},
publisher = {{IEEE}},
year = {2012},
url = {https://doi.org/10.1109/IGARSS.2012.6351931},
doi = {10.1109/IGARSS.2012.6351931},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/Izquierdo-VerdiguierLGC12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mlsp/Gomez-ChovaC12,
author = {Luis G{\'{o}}mez{-}Chova and
Gustavo Camps{-}Valls},
title = {Learning with the kernel signal to noise ratio},
booktitle = {{IEEE} International Workshop on Machine Learning for Signal Processing,
{MLSP} 2012, Santander, Spain, September 23-26, 2012},
pages = {1--6},
publisher = {{IEEE}},
year = {2012},
url = {https://doi.org/10.1109/MLSP.2012.6349715},
doi = {10.1109/MLSP.2012.6349715},
timestamp = {Wed, 16 Oct 2019 14:14:49 +0200},
biburl = {https://dblp.org/rec/conf/mlsp/Gomez-ChovaC12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mlsp/Izquierdo-VerdiguierAMGC12,
author = {Emma Izquierdo{-}Verdiguier and
Jer{\'{o}}nimo Arenas{-}Garc{\'{\i}}a and
Sergio Mu{\~{n}}oz{-}Romero and
Luis G{\'{o}}mez{-}Chova and
Gustavo Camps{-}Valls},
title = {Semisupervised kernel orthonormalized partial least squares},
booktitle = {{IEEE} International Workshop on Machine Learning for Signal Processing,
{MLSP} 2012, Santander, Spain, September 23-26, 2012},
pages = {1--6},
publisher = {{IEEE}},
year = {2012},
url = {https://doi.org/10.1109/MLSP.2012.6349718},
doi = {10.1109/MLSP.2012.6349718},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/mlsp/Izquierdo-VerdiguierAMGC12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mlsp/LaparraTJCM12,
author = {Valero Laparra and
Devis Tuia and
Sandra Jim{\'{e}}nez and
Gustavo Camps{-}Valls and
Jesus Malo},
title = {Nonlinear data description with Principal Polynomial Analysis},
booktitle = {{IEEE} International Workshop on Machine Learning for Signal Processing,
{MLSP} 2012, Santander, Spain, September 23-26, 2012},
pages = {1--6},
publisher = {{IEEE}},
year = {2012},
url = {https://doi.org/10.1109/MLSP.2012.6349786},
doi = {10.1109/MLSP.2012.6349786},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/mlsp/LaparraTJCM12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mlsp/SantamariaSACEP12,
author = {Ignacio Santamar{\'{\i}}a and
Jer{\'{o}}nimo Arenas{-}Garc{\'{\i}}a and
Gustavo Camps{-}Valls and
Deniz Erdogmus and
Fernando P{\'{e}}rez{-}Cruz},
title = {Preface},
booktitle = {{IEEE} International Workshop on Machine Learning for Signal Processing,
{MLSP} 2012, Santander, Spain, September 23-26, 2012},
pages = {1},
publisher = {{IEEE}},
year = {2012},
url = {https://doi.org/10.1109/MLSP.2012.6349706},
doi = {10.1109/MLSP.2012.6349706},
timestamp = {Wed, 07 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/mlsp/SantamariaSACEP12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@book{DBLP:series/synthesis/2011Camps,
author = {Gustavo Camps{-}Valls and
Devis Tuia and
Luis G{\'{o}}mez{-}Chova and
Sandra Jim{\'{e}}nez and
Jes{\'{u}}s Malo},
title = {Remote Sensing Image Processing},
series = {Synthesis Lectures on Image, Video, and Multimedia Processing},
publisher = {Morgan {\&} Claypool Publishers},
year = {2011},
url = {https://doi.org/10.2200/S00392ED1V01Y201107IVM012},
doi = {10.2200/S00392ED1V01Y201107IVM012},
isbn = {978-3-031-01119-1},
timestamp = {Thu, 26 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/series/synthesis/2011Camps.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jstsp/Camps-VallsBBC11,
author = {Gustavo Camps{-}Valls and
J{\'{o}}n Atli Benediktsson and
Lorenzo Bruzzone and
Jocelyn Chanussot},
title = {Introduction to the Issue on Advances in Remote Sensing Image Processing},
journal = {{IEEE} J. Sel. Top. Signal Process.},
volume = {5},
number = {3},
pages = {365--369},
year = {2011},
url = {https://doi.org/10.1109/JSTSP.2011.2142490},
doi = {10.1109/JSTSP.2011.2142490},
timestamp = {Mon, 28 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jstsp/Camps-VallsBBC11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/lgrs/Amoros-LopezGAGMC11,
author = {Julia Amor{\'{o}}s{-}L{\'{o}}pez and
Luis G{\'{o}}mez{-}Chova and
Luis Alonso{-}Chorda and
Luis Guanter and
Jos{\'{e}} F. Moreno and
Gustavo Camps{-}Valls},
title = {Regularized Multiresolution Spatial Unmixing for {ENVISAT/MERIS} and
Landsat/TM Image Fusion},
journal = {{IEEE} Geosci. Remote. Sens. Lett.},
volume = {8},
number = {5},
pages = {844--848},
year = {2011},
url = {https://doi.org/10.1109/LGRS.2011.2120591},
doi = {10.1109/LGRS.2011.2120591},
timestamp = {Thu, 09 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/lgrs/Amoros-LopezGAGMC11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/lgrs/Garcia-VilchezMZBRCPS11,
author = {Fernando Garc{\'{\i}}a{-}V{\'{\i}}lchez and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Maciel Zortea and
Ian Blanes and
Vicente Gonz{\'{a}}lez Ruiz and
Gustavo Camps{-}Valls and
Antonio Plaza and
Joan Serra{-}Sagrist{\`{a}}},
title = {On the Impact of Lossy Compression on Hyperspectral Image Classification
and Unmixing},
journal = {{IEEE} Geosci. Remote. Sens. Lett.},
volume = {8},
number = {2},
pages = {253--257},
year = {2011},
url = {https://doi.org/10.1109/LGRS.2010.2062484},
doi = {10.1109/LGRS.2010.2062484},
timestamp = {Thu, 09 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/lgrs/Garcia-VilchezMZBRCPS11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/lgrs/TuiaVAPC11,
author = {Devis Tuia and
Jochem Verrelst and
Luis Alonso{-}Chorda and
Fernando P{\'{e}}rez{-}Cruz and
Gustavo Camps{-}Valls},
title = {Multioutput Support Vector Regression for Remote Sensing Biophysical
Parameter Estimation},
journal = {{IEEE} Geosci. Remote. Sens. Lett.},
volume = {8},
number = {4},
pages = {804--808},
year = {2011},
url = {https://doi.org/10.1109/LGRS.2011.2109934},
doi = {10.1109/LGRS.2011.2109934},
timestamp = {Wed, 07 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/lgrs/TuiaVAPC11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/staeors/TuiaC11,
author = {Devis Tuia and
Gustavo Camps{-}Valls},
title = {Urban Image Classification With Semisupervised Multiscale Cluster
Kernels},
journal = {{IEEE} J. Sel. Top. Appl. Earth Obs. Remote. Sens.},
volume = {4},
number = {1},
pages = {65--74},
year = {2011},
url = {https://doi.org/10.1109/JSTARS.2010.2069085},
doi = {10.1109/JSTARS.2010.2069085},
timestamp = {Tue, 31 Mar 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/staeors/TuiaC11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/Gomez-ChovaZAAGC11,
author = {Luis G{\'{o}}mez{-}Chova and
Ra{\'{u}}l Zurita{-}Milla and
Luis Alonso and
Julia Amor{\'{o}}s{-}L{\'{o}}pez and
Luis Guanter and
Gustavo Camps{-}Valls},
title = {Gridding Artifacts on Medium-Resolution Satellite Image Time Series:
{MERIS} Case Study},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {49},
number = {7},
pages = {2601--2611},
year = {2011},
url = {https://doi.org/10.1109/TGRS.2011.2108660},
doi = {10.1109/TGRS.2011.2108660},
timestamp = {Tue, 12 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tgrs/Gomez-ChovaZAAGC11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/Zurita-MillaGGCC11,
author = {Ra{\'{u}}l Zurita{-}Milla and
Luis G{\'{o}}mez{-}Chova and
Luis Guanter and
Jan G. P. W. Clevers and
Gustavo Camps{-}Valls},
title = {Multitemporal Unmixing of Medium-Spatial-Resolution Satellite Images:
{A} Case Study Using {MERIS} Images for Land-Cover Mapping},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {49},
number = {11},
pages = {4308--4317},
year = {2011},
url = {https://doi.org/10.1109/TGRS.2011.2158320},
doi = {10.1109/TGRS.2011.2158320},
timestamp = {Tue, 12 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tgrs/Zurita-MillaGGCC11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/LaparraCM11,
author = {Valero Laparra and
Gustavo Camps{-}Valls and
Jesus Malo},
title = {Iterative Gaussianization: From {ICA} to Random Rotations},
journal = {{IEEE} Trans. Neural Networks},
volume = {22},
number = {4},
pages = {537--549},
year = {2011},
url = {https://doi.org/10.1109/TNN.2011.2106511},
doi = {10.1109/TNN.2011.2106511},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tnn/LaparraCM11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/vlsisp/TuiaMKC11,
author = {Devis Tuia and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Mikhail F. Kanevski and
Gustavo Camps{-}Valls},
title = {Structured Output {SVM} for Remote Sensing Image Classification},
journal = {J. Signal Process. Syst.},
volume = {65},
number = {3},
pages = {301--310},
year = {2011},
url = {https://doi.org/10.1007/s11265-010-0483-8},
doi = {10.1007/S11265-010-0483-8},
timestamp = {Thu, 12 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/vlsisp/TuiaMKC11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icassp/TuiaCM11,
author = {Devis Tuia and
Gustavo Camps{-}Valls and
Manel Mart{\'{\i}}nez{-}Ram{\'{o}}n},
title = {Explicit recursivity into reproducing kernel Hilbert spaces},
booktitle = {Proceedings of the {IEEE} International Conference on Acoustics, Speech,
and Signal Processing, {ICASSP} 2011, May 22-27, 2011, Prague Congress
Center, Prague, Czech Republic},
pages = {4148--4151},
publisher = {{IEEE}},
year = {2011},
url = {https://doi.org/10.1109/ICASSP.2011.5947266},
doi = {10.1109/ICASSP.2011.5947266},
timestamp = {Thu, 15 Jun 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icassp/TuiaCM11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Camps-VallsLMGC11,
author = {Gustavo Camps{-}Valls and
Valero Laparra and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Luis G{\'{o}}mez{-}Chova and
Xavier Calbet},
title = {Kernel-based retrieval of atmospheric profiles from {IASI} data},
booktitle = {2011 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2011, Vancouver, BC, Canada, July 24-29, 2011},
pages = {2813--2816},
publisher = {{IEEE}},
year = {2011},
url = {https://doi.org/10.1109/IGARSS.2011.6049799},
doi = {10.1109/IGARSS.2011.6049799},
timestamp = {Wed, 07 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/igarss/Camps-VallsLMGC11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Gomez-ChovaJC11,
author = {Luis G{\'{o}}mez{-}Chova and
Robert Jenssen and
Gustavo Camps{-}Valls},
title = {Kernel entropy component analysis in remote sensing data clustering},
booktitle = {2011 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2011, Vancouver, BC, Canada, July 24-29, 2011},
pages = {3728--3731},
publisher = {{IEEE}},
year = {2011},
url = {https://doi.org/10.1109/IGARSS.2011.6050035},
doi = {10.1109/IGARSS.2011.6050035},
timestamp = {Thu, 15 Jun 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/Gomez-ChovaJC11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Gomez-ChovaNC11,
author = {Luis G{\'{o}}mez{-}Chova and
Allan Aasbjerg Nielsen and
Gustavo Camps{-}Valls},
title = {Explicit signal to noise ratio in reproducing kernel Hilbert spaces},
booktitle = {2011 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2011, Vancouver, BC, Canada, July 24-29, 2011},
pages = {3570--3573},
publisher = {{IEEE}},
year = {2011},
url = {https://doi.org/10.1109/IGARSS.2011.6049993},
doi = {10.1109/IGARSS.2011.6049993},
timestamp = {Sun, 02 Jun 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/Gomez-ChovaNC11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/LaparraTJCM11,
author = {Valero Laparra and
Devis Tuia and
Sandra Jim{\'{e}}nez and
Gustavo Camps{-}Valls and
Jesus Malo},
title = {Principal polynomial analysis for remote sensing data processing},
booktitle = {2011 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2011, Vancouver, BC, Canada, July 24-29, 2011},
pages = {4180--4183},
publisher = {{IEEE}},
year = {2011},
url = {https://doi.org/10.1109/IGARSS.2011.6050151},
doi = {10.1109/IGARSS.2011.6050151},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/LaparraTJCM11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/TalensMC11,
author = {Vicent Talens and
Jos{\'{e}} F. Moreno and
Gustavo Camps{-}Valls},
title = {Kernel image similarity criterion},
booktitle = {2011 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2011, Vancouver, BC, Canada, July 24-29, 2011},
pages = {527--530},
publisher = {{IEEE}},
year = {2011},
url = {https://doi.org/10.1109/IGARSS.2011.6049181},
doi = {10.1109/IGARSS.2011.6049181},
timestamp = {Thu, 15 Jun 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/TalensMC11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/TuiaMC11,
author = {Devis Tuia and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Gustavo Camps{-}Valls},
title = {Large scale semi-supervised image segmentation with active queries},
booktitle = {2011 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2011, Vancouver, BC, Canada, July 24-29, 2011},
pages = {2653--2656},
publisher = {{IEEE}},
year = {2011},
url = {https://doi.org/10.1109/IGARSS.2011.6049748},
doi = {10.1109/IGARSS.2011.6049748},
timestamp = {Thu, 15 Jun 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/TuiaMC11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/VolpiTCK11,
author = {Michele Volpi and
Devis Tuia and
Gustavo Camps{-}Valls and
Mikhail F. Kanevski},
title = {Unsupervised change detection in the feature space using kernels},
booktitle = {2011 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2011, Vancouver, BC, Canada, July 24-29, 2011},
pages = {106--109},
publisher = {{IEEE}},
year = {2011},
url = {https://doi.org/10.1109/IGARSS.2011.6048909},
doi = {10.1109/IGARSS.2011.6048909},
timestamp = {Wed, 14 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/igarss/VolpiTCK11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/LaparraGCM10,
author = {Valero Laparra and
Jaime Gutierrez and
Gustavo Camps{-}Valls and
Jes{\'{u}}s Malo},
title = {Image Denoising with Kernels Based on Natural Image Relations},
journal = {J. Mach. Learn. Res.},
volume = {11},
pages = {873--903},
year = {2010},
url = {https://dl.acm.org/doi/10.5555/1756006.1756035},
doi = {10.5555/1756006.1756035},
timestamp = {Thu, 02 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/LaparraGCM10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/lgrs/Camps-VallsMS10,
author = {Gustavo Camps{-}Valls and
Joris M. Mooij and
Bernhard Sch{\"{o}}lkopf},
title = {Remote Sensing Feature Selection by Kernel Dependence Measures},
journal = {{IEEE} Geosci. Remote. Sens. Lett.},
volume = {7},
number = {3},
pages = {587--591},
year = {2010},
url = {https://doi.org/10.1109/LGRS.2010.2041896},
doi = {10.1109/LGRS.2010.2041896},
timestamp = {Thu, 09 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/lgrs/Camps-VallsMS10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/lgrs/Camps-VallsSB10,
author = {Gustavo Camps{-}Valls and
Nino Shervashidze and
Karsten M. Borgwardt},
title = {Spatio-Spectral Remote Sensing Image Classification With Graph Kernels},
journal = {{IEEE} Geosci. Remote. Sens. Lett.},
volume = {7},
number = {4},
pages = {741--745},
year = {2010},
url = {https://doi.org/10.1109/LGRS.2010.2046618},
doi = {10.1109/LGRS.2010.2046618},
timestamp = {Thu, 09 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/lgrs/Camps-VallsSB10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/lgrs/TuiaRPC10,
author = {Devis Tuia and
Fr{\'{e}}d{\'{e}}ric Ratle and
Alexei Pozdnoukhov and
Gustavo Camps{-}Valls},
title = {Multisource Composite Kernels for Urban-Image Classification},
journal = {{IEEE} Geosci. Remote. Sens. Lett.},
volume = {7},
number = {1},
pages = {88--92},
year = {2010},
url = {https://doi.org/10.1109/LGRS.2009.2015341},
doi = {10.1109/LGRS.2009.2015341},
timestamp = {Thu, 09 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/lgrs/TuiaRPC10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/prl/BovoloCB10,
author = {Francesca Bovolo and
Gustavo Camps{-}Valls and
Lorenzo Bruzzone},
title = {A support vector domain method for change detection in multitemporal
images},
journal = {Pattern Recognit. Lett.},
volume = {31},
number = {10},
pages = {1148--1154},
year = {2010},
url = {https://doi.org/10.1016/j.patrec.2009.07.002},
doi = {10.1016/J.PATREC.2009.07.002},
timestamp = {Sat, 22 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/prl/BovoloCB10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/Gomez-ChovaCBC10,
author = {Luis G{\'{o}}mez{-}Chova and
Gustavo Camps{-}Valls and
Lorenzo Bruzzone and
Javier Calpe{-}Maravilla},
title = {Mean Map Kernel Methods for Semisupervised Cloud Classification},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {48},
number = {1-1},
pages = {207--220},
year = {2010},
url = {https://doi.org/10.1109/TGRS.2009.2026425},
doi = {10.1109/TGRS.2009.2026425},
timestamp = {Tue, 12 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tgrs/Gomez-ChovaCBC10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/Munoz-MariBGBC10,
author = {Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Francesca Bovolo and
Luis G{\'{o}}mez{-}Chova and
Lorenzo Bruzzone and
Gustavo Camps{-}Valls},
title = {Semisupervised One-Class Support Vector Machines for Classification
of Remote Sensing Data},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {48},
number = {8},
pages = {3188--3197},
year = {2010},
url = {https://doi.org/10.1109/TGRS.2010.2045764},
doi = {10.1109/TGRS.2010.2045764},
timestamp = {Tue, 12 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tgrs/Munoz-MariBGBC10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/RatleCW10,
author = {Fr{\'{e}}d{\'{e}}ric Ratle and
Gustavo Camps{-}Valls and
Jason Weston},
title = {Semisupervised Neural Networks for Efficient Hyperspectral Image Classification},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {48},
number = {5},
pages = {2271--2282},
year = {2010},
url = {https://doi.org/10.1109/TGRS.2009.2037898},
doi = {10.1109/TGRS.2009.2037898},
timestamp = {Tue, 12 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tgrs/RatleCW10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/TuiaCMK10,
author = {Devis Tuia and
Gustavo Camps{-}Valls and
Giona Matasci and
Mikhail F. Kanevski},
title = {Learning Relevant Image Features With Multiple-Kernel Classification},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {48},
number = {10},
pages = {3780--3791},
year = {2010},
url = {https://doi.org/10.1109/TGRS.2010.2049496},
doi = {10.1109/TGRS.2010.2049496},
timestamp = {Tue, 12 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tgrs/TuiaCMK10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Amoros-LopezGGAMC10,
author = {Julia Amor{\'{o}}s{-}L{\'{o}}pez and
Luis G{\'{o}}mez{-}Chova and
Luis Guanter and
Luis Alonso and
Jos{\'{e}} F. Moreno and
Gustavo Camps{-}Valls},
title = {Multi-resolution spatial unmixing for {MERIS} and Landsat image fusion},
booktitle = {{IEEE} International Geoscience {\&} Remote Sensing Symposium,
{IGARSS} 2010, July 25-30, 2010, Honolulu, Hawaii, USA, Proceedings},
pages = {3672--3675},
publisher = {{IEEE}},
year = {2010},
url = {https://doi.org/10.1109/IGARSS.2010.5649142},
doi = {10.1109/IGARSS.2010.5649142},
timestamp = {Wed, 16 Oct 2019 14:14:53 +0200},
biburl = {https://dblp.org/rec/conf/igarss/Amoros-LopezGGAMC10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Camps-VallsTLM10,
author = {Gustavo Camps{-}Valls and
Devis Tuia and
Valero Laparra and
Jes{\'{u}}s Malo},
title = {Estimating biophysical variable dependences with kernels},
booktitle = {{IEEE} International Geoscience {\&} Remote Sensing Symposium,
{IGARSS} 2010, July 25-30, 2010, Honolulu, Hawaii, USA, Proceedings},
pages = {828--831},
publisher = {{IEEE}},
year = {2010},
url = {https://doi.org/10.1109/IGARSS.2010.5651508},
doi = {10.1109/IGARSS.2010.5651508},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/Camps-VallsTLM10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/TuiaKMC10,
author = {Devis Tuia and
Mikhail F. Kanevski and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Gustavo Camps{-}Valls},
title = {Cluster-based active learning for compact image classification},
booktitle = {{IEEE} International Geoscience {\&} Remote Sensing Symposium,
{IGARSS} 2010, July 25-30, 2010, Honolulu, Hawaii, USA, Proceedings},
pages = {2824--2827},
publisher = {{IEEE}},
year = {2010},
url = {https://doi.org/10.1109/IGARSS.2010.5650238},
doi = {10.1109/IGARSS.2010.5650238},
timestamp = {Wed, 14 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/igarss/TuiaKMC10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/Camps-VallsMMRR09,
author = {Gustavo Camps{-}Valls and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Manel Mart{\'{\i}}nez{-}Ram{\'{o}}n and
Jes{\'{u}}s Requena{-}Carri{\'{o}}n and
Jos{\'{e}} Luis Rojo{-}{\'{A}}lvarez},
title = {Learning non-linear time-scales with kernel gamma-filters},
journal = {Neurocomputing},
volume = {72},
number = {4-6},
pages = {1324--1328},
year = {2009},
url = {https://doi.org/10.1016/j.neucom.2008.10.004},
doi = {10.1016/J.NEUCOM.2008.10.004},
timestamp = {Thu, 23 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijon/Camps-VallsMMRR09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/lgrs/Camps-VallsMGRC09,
author = {Gustavo Camps{-}Valls and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Luis G{\'{o}}mez{-}Chova and
Katja Richter and
Javier Calpe{-}Maravilla},
title = {Biophysical Parameter Estimation With a Semisupervised Support Vector
Machine},
journal = {{IEEE} Geosci. Remote. Sens. Lett.},
volume = {6},
number = {2},
pages = {248--252},
year = {2009},
url = {https://doi.org/10.1109/LGRS.2008.2009077},
doi = {10.1109/LGRS.2008.2009077},
timestamp = {Thu, 09 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/lgrs/Camps-VallsMGRC09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/lgrs/MarconciniCB09,
author = {Mattia Marconcini and
Gustavo Camps{-}Valls and
Lorenzo Bruzzone},
title = {A Composite Semisupervised {SVM} for Classification of Hyperspectral
Images},
journal = {{IEEE} Geosci. Remote. Sens. Lett.},
volume = {6},
number = {2},
pages = {234--238},
year = {2009},
url = {https://doi.org/10.1109/LGRS.2008.2009324},
doi = {10.1109/LGRS.2008.2009324},
timestamp = {Thu, 09 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/lgrs/MarconciniCB09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/lgrs/TuiaC09,
author = {Devis Tuia and
Gustavo Camps{-}Valls},
title = {Semisupervised Remote Sensing Image Classification With Cluster Kernels},
journal = {{IEEE} Geosci. Remote. Sens. Lett.},
volume = {6},
number = {2},
pages = {224--228},
year = {2009},
url = {https://doi.org/10.1109/LGRS.2008.2010275},
doi = {10.1109/LGRS.2008.2010275},
timestamp = {Thu, 09 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/lgrs/TuiaC09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/BandosBC09,
author = {Tatyana V. Bandos and
Lorenzo Bruzzone and
Gustavo Camps{-}Valls},
title = {Classification of Hyperspectral Images With Regularized Linear Discriminant
Analysis},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {47},
number = {3},
pages = {862--873},
year = {2009},
url = {https://doi.org/10.1109/TGRS.2008.2005729},
doi = {10.1109/TGRS.2008.2005729},
timestamp = {Tue, 12 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tgrs/BandosBC09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/CapobiancoGC09,
author = {Luca Capobianco and
Andrea Garzelli and
Gustavo Camps{-}Valls},
title = {Target Detection With Semisupervised Kernel Orthogonal Subspace Projection},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {47},
number = {11},
pages = {3822--3833},
year = {2009},
url = {https://doi.org/10.1109/TGRS.2009.2020910},
doi = {10.1109/TGRS.2009.2020910},
timestamp = {Tue, 12 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tgrs/CapobiancoGC09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icip/LaparraCM09,
author = {Valero Laparra and
Gustavo Camps{-}Valls and
Jes{\'{u}}s Malo},
title = {{PCA} Gaussianization for image processing},
booktitle = {Proceedings of the International Conference on Image Processing, {ICIP}
2009, 7-10 November 2009, Cairo, Egypt},
pages = {3985--3988},
publisher = {{IEEE}},
year = {2009},
url = {https://doi.org/10.1109/ICIP.2009.5413808},
doi = {10.1109/ICIP.2009.5413808},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icip/LaparraCM09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icip/TuiaC09,
author = {Devis Tuia and
Gustavo Camps{-}Valls},
title = {Recent advances in remote sensing image processing},
booktitle = {Proceedings of the International Conference on Image Processing, {ICIP}
2009, 7-10 November 2009, Cairo, Egypt},
pages = {3705--3708},
publisher = {{IEEE}},
year = {2009},
url = {https://doi.org/10.1109/ICIP.2009.5414281},
doi = {10.1109/ICIP.2009.5414281},
timestamp = {Thu, 15 Jun 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icip/TuiaC09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Camps-VallsGMVAC09,
author = {Gustavo Camps{-}Valls and
Luis G{\'{o}}mez{-}Chova and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Joan Vila{-}Franc{\'{e}}s and
Julia Amor{\'{o}}s{-}L{\'{o}}pez and
Javier Calpe{-}Maravilla},
title = {Biophysical Parameter Estimation with Adaptive Gaussian Processes},
booktitle = {{IEEE} International Geoscience {\&} Remote Sensing Symposium,
{IGARSS} 2009, July 12-17, 2009, University of Cape Town, Cape Town,
South Africa, Proceedings},
pages = {69--72},
publisher = {{IEEE}},
year = {2009},
url = {https://doi.org/10.1109/IGARSS.2009.5417372},
doi = {10.1109/IGARSS.2009.5417372},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/Camps-VallsGMVAC09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Gomez-ChovaMICCM09,
author = {Luis G{\'{o}}mez{-}Chova and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Emma Izquierdo{-}Verdiguier and
Gustavo Camps{-}Valls and
Javier Calpe{-}Maravilla and
Jos{\'{e}} F. Moreno},
title = {Cloud Screening with Combined {MERIS} and {AATSR} Images},
booktitle = {{IEEE} International Geoscience {\&} Remote Sensing Symposium,
{IGARSS} 2009, July 12-17, 2009, University of Cape Town, Cape Town,
South Africa, Proceedings},
pages = {761--764},
publisher = {{IEEE}},
year = {2009},
url = {https://doi.org/10.1109/IGARSS.2009.5417488},
doi = {10.1109/IGARSS.2009.5417488},
timestamp = {Sat, 19 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/Gomez-ChovaMICCM09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/TuiaMCK09,
author = {Devis Tuia and
Giona Matasci and
Gustavo Camps{-}Valls and
Mikhail F. Kanevski},
title = {Learning the Relevant Image Features with Multiple Kernels},
booktitle = {{IEEE} International Geoscience {\&} Remote Sensing Symposium,
{IGARSS} 2009, July 12-17, 2009, University of Cape Town, Cape Town,
South Africa, Proceedings},
pages = {65--68},
publisher = {{IEEE}},
year = {2009},
url = {https://doi.org/10.1109/IGARSS.2009.5418002},
doi = {10.1109/IGARSS.2009.5418002},
timestamp = {Wed, 14 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/igarss/TuiaMCK09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/isda/CapobiancoGC09,
author = {Luca Capobianco and
Andrea Garzelli and
Gustavo Camps{-}Valls},
title = {Semi-supervised Kernel Target Detection in Hyperspectral Images},
booktitle = {Ninth International Conference on Intelligent Systems Design and Applications,
{ISDA} 2009, Pisa, Italy , November 30-December 2, 2009},
pages = {566--571},
publisher = {{IEEE} Computer Society},
year = {2009},
url = {https://doi.org/10.1109/ISDA.2009.121},
doi = {10.1109/ISDA.2009.121},
timestamp = {Thu, 23 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/isda/CapobiancoGC09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/apc/Munoz-MariPGC09,
author = {Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Antonio J. Plaza and
J. Anthony Gualtieri and
Gustavo Camps{-}Valls},
editor = {Fatos Xhafa},
title = {Parallel Implementations of {SVM} for Earth Observation},
booktitle = {Parallel Programming, Models and Applications in Grid and {P2P} Systems},
series = {Advances in Parallel Computing},
volume = {17},
pages = {292--312},
publisher = {{IOS} Press},
year = {2009},
url = {https://doi.org/10.3233/978-1-60750-004-9-292},
doi = {10.3233/978-1-60750-004-9-292},
timestamp = {Wed, 14 Jun 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/series/apc/Munoz-MariPGC09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:reference/dataware/Camps-VallsC09,
author = {Gustavo Camps{-}Valls and
Alistair Morgan Chalk},
editor = {John Wang},
title = {Bioinformatics and Computational Biology},
booktitle = {Encyclopedia of Data Warehousing and Mining, Second Edition {(4} Volumes)},
pages = {160--165},
publisher = {{IGI} Global},
year = {2009},
url = {http://www.igi-global.com/Bookstore/Chapter.aspx?TitleId=10814},
timestamp = {Wed, 12 Jul 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/reference/dataware/Camps-VallsC09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:reference/dataware/Camps-VallsMR09,
author = {Gustavo Camps{-}Valls and
Manel Mart{\'{\i}}nez{-}Ram{\'{o}}n and
Jos{\'{e}} Luis Rojo{-}{\'{A}}lvarez},
editor = {John Wang},
title = {Applications of Kernel Methods},
booktitle = {Encyclopedia of Data Warehousing and Mining, Second Edition {(4} Volumes)},
pages = {51--57},
publisher = {{IGI} Global},
year = {2009},
url = {http://www.igi-global.com/Bookstore/Chapter.aspx?TitleId=10797},
timestamp = {Wed, 12 Jul 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/reference/dataware/Camps-VallsMR09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:reference/dataware/Camps-VallsMR09a,
author = {Gustavo Camps{-}Valls and
Manel Mart{\'{\i}}nez{-}Ram{\'{o}}n and
Jos{\'{e}} Luis Rojo{-}{\'{A}}lvarez},
editor = {John Wang},
title = {An Introduction to Kernel Methods},
booktitle = {Encyclopedia of Data Warehousing and Mining, Second Edition {(4} Volumes)},
pages = {1097--1101},
publisher = {{IGI} Global},
year = {2009},
url = {http://www.igi-global.com/Bookstore/Chapter.aspx?TitleId=10958},
timestamp = {Wed, 12 Jul 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/reference/dataware/Camps-VallsMR09a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:reference/dataware/Salcedo-SanzCB09,
author = {Sancho Salcedo{-}Sanz and
Gustavo Camps{-}Valls and
Carlos Bouso{\~{n}}o{-}Calz{\'{o}}n},
editor = {John Wang},
title = {Hybrid Genetic Algorithms in Data Mining Applications},
booktitle = {Encyclopedia of Data Warehousing and Mining, Second Edition {(4} Volumes)},
pages = {993--998},
publisher = {{IGI} Global},
year = {2009},
url = {http://www.igi-global.com/Bookstore/Chapter.aspx?TitleId=10942},
timestamp = {Wed, 12 Jul 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/reference/dataware/Salcedo-SanzCB09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ejasp/Rojo-AlvarezMMCCF08,
author = {Jos{\'{e}} Luis Rojo{-}{\'{A}}lvarez and
Manel Mart{\'{\i}}nez{-}Ram{\'{o}}n and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Gustavo Camps{-}Valls and
Carlos M. Cruz and
An{\'{\i}}bal R. Figueiras{-}Vidal},
title = {Sparse Deconvolution Using Support Vector Machines},
journal = {{EURASIP} J. Adv. Signal Process.},
volume = {2008},
year = {2008},
url = {https://doi.org/10.1155/2008/816507},
doi = {10.1155/2008/816507},
timestamp = {Thu, 23 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ejasp/Rojo-AlvarezMMCCF08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/Camps-VallsGGM08,
author = {Gustavo Camps{-}Valls and
Jaime Gutierrez and
Gabriel G{\'{o}}mez{-}P{\'{e}}rez and
Jesus Malo},
title = {On the Suitable Domain for {SVM} Training in Image Coding},
journal = {J. Mach. Learn. Res.},
volume = {9},
pages = {49--66},
year = {2008},
url = {https://dl.acm.org/doi/10.5555/1390681.1390684},
doi = {10.5555/1390681.1390684},
timestamp = {Thu, 02 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/Camps-VallsGGM08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/lgrs/Gomez-ChovaCMC08,
author = {Luis G{\'{o}}mez{-}Chova and
Gustavo Camps{-}Valls and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Javier Calpe},
title = {Semisupervised Image Classification With Laplacian Support Vector
Machines},
journal = {{IEEE} Geosci. Remote. Sens. Lett.},
volume = {5},
number = {3},
pages = {336--340},
year = {2008},
url = {https://doi.org/10.1109/LGRS.2008.916070},
doi = {10.1109/LGRS.2008.916070},
timestamp = {Thu, 09 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/lgrs/Gomez-ChovaCMC08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/Arenas-GarciaC08,
author = {Jer{\'{o}}nimo Arenas{-}Garc{\'{\i}}a and
Gustavo Camps{-}Valls},
title = {Efficient Kernel Orthonormalized {PLS} for Remote Sensing Applications},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {46},
number = {10},
pages = {2872--2881},
year = {2008},
url = {https://doi.org/10.1109/TGRS.2008.918765},
doi = {10.1109/TGRS.2008.918765},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tgrs/Arenas-GarciaC08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/Camps-VallsGMRM08,
author = {Gustavo Camps{-}Valls and
Luis G{\'{o}}mez{-}Chova and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Jos{\'{e}} Luis Rojo{-}{\'{A}}lvarez and
Manel Mart{\'{\i}}nez{-}Ram{\'{o}}n},
title = {Kernel-Based Framework for Multitemporal and Multisource Remote Sensing
Data Classification and Change Detection},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {46},
number = {6},
pages = {1822--1835},
year = {2008},
url = {https://doi.org/10.1109/TGRS.2008.916201},
doi = {10.1109/TGRS.2008.916201},
timestamp = {Thu, 23 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tgrs/Camps-VallsGMRM08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iciar/Gomez-SanchisCMGAB08,
author = {Juan G{\'{o}}mez{-}Sanch{\'{\i}}s and
Gustavo Camps{-}Valls and
Enrique Molt{\'{o}} and
Luis G{\'{o}}mez{-}Chova and
Nuria Aleixos and
Jos{\'{e}} Blasco},
editor = {Aur{\'{e}}lio C. Campilho and
Mohamed S. Kamel},
title = {Segmentation of Hyperspectral Images for the Detection of Rotten Mandarins},
booktitle = {Image Analysis and Recognition, 5th International Conference, {ICIAR}
2008, P{\'{o}}voa de Varzim, Portugal, June 25-27, 2008. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {5112},
pages = {1071--1080},
publisher = {Springer},
year = {2008},
url = {https://doi.org/10.1007/978-3-540-69812-8\_107},
doi = {10.1007/978-3-540-69812-8\_107},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iciar/Gomez-SanchisCMGAB08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icip/LaparraGCM08,
author = {Valero Laparra and
Jaime Gutierrez and
Gustavo Camps{-}Valls and
Jesus Malo},
title = {Recovering wavelet relations using {SVM} for image denoising},
booktitle = {Proceedings of the International Conference on Image Processing, {ICIP}
2008, October 12-15, 2008, San Diego, California, {USA}},
pages = {541--544},
publisher = {{IEEE}},
year = {2008},
url = {https://doi.org/10.1109/ICIP.2008.4711811},
doi = {10.1109/ICIP.2008.4711811},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icip/LaparraGCM08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Camps-VallsMGC08,
author = {Gustavo Camps{-}Valls and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Luis G{\'{o}}mez{-}Chova and
Javier Calpe{-}Maravilla},
title = {Semi-Supervised Support Vector Biophysical Parameter Estimation},
booktitle = {{IEEE} International Geoscience {\&} Remote Sensing Symposium,
{IGARSS} 2008, July 8-11, 2008, Boston, Massachusetts, USA, Proceedings},
pages = {1131--1134},
publisher = {{IEEE}},
year = {2008},
url = {https://doi.org/10.1109/IGARSS.2008.4779554},
doi = {10.1109/IGARSS.2008.4779554},
timestamp = {Wed, 16 Oct 2019 14:14:53 +0200},
biburl = {https://dblp.org/rec/conf/igarss/Camps-VallsMGC08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/CapobiancoGC08,
author = {Luca Capobianco and
Andrea Garzelli and
Gustavo Camps{-}Valls},
title = {Semi-Supervised Kernel Orthogonal Subspace Projection},
booktitle = {{IEEE} International Geoscience {\&} Remote Sensing Symposium,
{IGARSS} 2008, July 8-11, 2008, Boston, Massachusetts, USA, Proceedings},
pages = {216--219},
publisher = {{IEEE}},
year = {2008},
url = {https://doi.org/10.1109/IGARSS.2008.4779696},
doi = {10.1109/IGARSS.2008.4779696},
timestamp = {Thu, 15 Jun 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/CapobiancoGC08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Gomez-ChovaBCC08,
author = {Luis G{\'{o}}mez{-}Chova and
Lorenzo Bruzzone and
Gustavo Camps{-}Valls and
Javier Calpe{-}Maravilla},
title = {Semi-Supervised Remote Sensing Image Classification based on Clustering
and the Mean Map Kernel},
booktitle = {{IEEE} International Geoscience {\&} Remote Sensing Symposium,
{IGARSS} 2008, July 8-11, 2008, Boston, Massachusetts, USA, Proceedings},
pages = {391--394},
publisher = {{IEEE}},
year = {2008},
url = {https://doi.org/10.1109/IGARSS.2008.4779740},
doi = {10.1109/IGARSS.2008.4779740},
timestamp = {Sun, 02 Jun 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/Gomez-ChovaBCC08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/sci/Camps-VallsR08,
author = {Gustavo Camps{-}Valls and
Antonio Rodrigo{-}Gonz{\'{a}}lez},
editor = {Bhanu Prasad and
S. R. Mahadeva Prasanna},
title = {Classification of Satellite Images with Regularized AdaBoosting of
{RBF} Neural Networks},
booktitle = {Speech, Audio, Image and Biomedical Signal Processing using Neural
Networks},
series = {Studies in Computational Intelligence},
volume = {83},
pages = {307--326},
publisher = {Springer},
year = {2008},
url = {https://doi.org/10.1007/978-3-540-75398-8\_14},
doi = {10.1007/978-3-540-75398-8\_14},
timestamp = {Fri, 15 Dec 2023 18:26:01 +0100},
biburl = {https://dblp.org/rec/series/sci/Camps-VallsR08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/BandosCS07,
author = {Tatyana V. Bandos and
Gustavo Camps{-}Valls and
Emilio Soria{-}Olivas},
title = {Statistical criteria for early-stopping of support vector machines},
journal = {Neurocomputing},
volume = {70},
number = {13-15},
pages = {2588--2592},
year = {2007},
url = {https://doi.org/10.1016/j.neucom.2006.12.019},
doi = {10.1016/J.NEUCOM.2006.12.019},
timestamp = {Fri, 30 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/BandosCS07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/spl/Camps-VallsMRM07,
author = {Gustavo Camps{-}Valls and
Manel Mart{\'{\i}}nez{-}Ram{\'{o}}n and
Jos{\'{e}} Luis Rojo{-}{\'{A}}lvarez and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}}},
title = {Nonlinear System Identification With Composite Relevance Vector Machines},
journal = {{IEEE} Signal Process. Lett.},
volume = {14},
number = {4},
pages = {279--282},
year = {2007},
url = {https://doi.org/10.1109/LSP.2006.885290},
doi = {10.1109/LSP.2006.885290},
timestamp = {Thu, 23 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/spl/Camps-VallsMRM07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/Camps-VallsMZ07,
author = {Gustavo Camps{-}Valls and
Tatyana V. Bandos Marsheva and
Dengyong Zhou},
title = {Semi-Supervised Graph-Based Hyperspectral Image Classification},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {45},
number = {10},
pages = {3044--3054},
year = {2007},
url = {https://doi.org/10.1109/TGRS.2007.895416},
doi = {10.1109/TGRS.2007.895416},
timestamp = {Tue, 12 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tgrs/Camps-VallsMZ07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/Gomez-ChovaCCGM07,
author = {Luis G{\'{o}}mez{-}Chova and
Gustavo Camps{-}Valls and
Javier Calpe{-}Maravilla and
Luis Guanter and
Jos{\'{e}} F. Moreno},
title = {Cloud-Screening Algorithm for {ENVISAT/MERIS} Multispectral Images},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {45},
number = {12-2},
pages = {4105--4118},
year = {2007},
url = {https://doi.org/10.1109/TGRS.2007.905312},
doi = {10.1109/TGRS.2007.905312},
timestamp = {Thu, 23 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tgrs/Gomez-ChovaCCGM07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/Munoz-MariBC07,
author = {Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Lorenzo Bruzzone and
Gustavo Camps{-}Valls},
title = {A Support Vector Domain Description Approach to Supervised Classification
of Remote Sensing Images},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {45},
number = {8},
pages = {2683--2692},
year = {2007},
url = {https://doi.org/10.1109/TGRS.2007.897425},
doi = {10.1109/TGRS.2007.897425},
timestamp = {Thu, 23 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tgrs/Munoz-MariBC07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tsmc/Camps-VallsSPPAJ07,
author = {Gustavo Camps{-}Valls and
Emilio Soria{-}Olivas and
Juan Jos{\'{e}} P{\'{e}}rez{-}Ruixo and
Fernando P{\'{e}}rez{-}Cruz and
Antonio Art{\'{e}}s{-}Rodr{\'{\i}}guez and
N. V{\'{\i}}ctor Jim{\'{e}}nez},
title = {Therapeutic Drug Monitoring of Kidney Transplant Recipients Using
Profiled Support Vector Machines},
journal = {{IEEE} Trans. Syst. Man Cybern. Part {C}},
volume = {37},
number = {3},
pages = {359--372},
year = {2007},
url = {https://doi.org/10.1109/TSMCC.2007.893279},
doi = {10.1109/TSMCC.2007.893279},
timestamp = {Wed, 07 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tsmc/Camps-VallsSPPAJ07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tsp/Rojo-AlvarezFMCAM07,
author = {Jos{\'{e}} Luis Rojo{-}{\'{A}}lvarez and
Carlos Figuera{-}Pozuelo and
C. E. Martinez{-}Cruz and
Gustavo Camps{-}Valls and
Felipe Alonso Atienza and
Manel Mart{\'{\i}}nez{-}Ram{\'{o}}n},
title = {Nonuniform Interpolation of Noisy Signals Using Support Vector Machines},
journal = {{IEEE} Trans. Signal Process.},
volume = {55},
number = {8},
pages = {4116--4126},
year = {2007},
url = {https://doi.org/10.1109/TSP.2007.896029},
doi = {10.1109/TSP.2007.896029},
timestamp = {Thu, 23 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tsp/Rojo-AlvarezFMCAM07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Camps-VallsRMGC07,
author = {Gustavo Camps{-}Valls and
Antonio Rodrigo{-}Gonz{\'{a}}lez and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Luis G{\'{o}}mez{-}Chova and
Javier Calpe{-}Maravilla},
title = {Hyperspectral image classification with mahalanobis relevance vector
machines},
booktitle = {{IEEE} International Geoscience {\&} Remote Sensing Symposium,
{IGARSS} 2007, July 23-28, 2007, Barcelona, Spain, Proceedings},
pages = {3802--3805},
publisher = {{IEEE}},
year = {2007},
url = {https://doi.org/10.1109/IGARSS.2007.4423671},
doi = {10.1109/IGARSS.2007.4423671},
timestamp = {Wed, 16 Oct 2019 14:14:53 +0200},
biburl = {https://dblp.org/rec/conf/igarss/Camps-VallsRMGC07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Gomez-ChovaCMC07,
author = {Luis G{\'{o}}mez{-}Chova and
Gustavo Camps{-}Valls and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Javier Calpe{-}Maravilla},
title = {Semi-supervised cloud screening with Laplacian {SVM}},
booktitle = {{IEEE} International Geoscience {\&} Remote Sensing Symposium,
{IGARSS} 2007, July 23-28, 2007, Barcelona, Spain, Proceedings},
pages = {1521--1524},
publisher = {{IEEE}},
year = {2007},
url = {https://doi.org/10.1109/IGARSS.2007.4423098},
doi = {10.1109/IGARSS.2007.4423098},
timestamp = {Thu, 15 Jun 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/Gomez-ChovaCMC07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/JeronimoArenas-GarciaC07,
author = {Jer{\'{o}}nimo Arenas{-}Garc{\'{\i}}a and
Gustavo Camps{-}Valls},
title = {Feature extraction from remote sensing data using Kernel Orthonormalized
{PLS}},
booktitle = {{IEEE} International Geoscience {\&} Remote Sensing Symposium,
{IGARSS} 2007, July 23-28, 2007, Barcelona, Spain, Proceedings},
pages = {258--261},
publisher = {{IEEE}},
year = {2007},
url = {https://doi.org/10.1109/IGARSS.2007.4422779},
doi = {10.1109/IGARSS.2007.4422779},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/JeronimoArenas-GarciaC07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Munoz-MariCGC07,
author = {Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Gustavo Camps{-}Valls and
Luis G{\'{o}}mez{-}Chova and
Javier Calpe{-}Maravilla},
title = {Combination of one-class remote sensing image classifiers},
booktitle = {{IEEE} International Geoscience {\&} Remote Sensing Symposium,
{IGARSS} 2007, July 23-28, 2007, Barcelona, Spain, Proceedings},
pages = {1509--1512},
publisher = {{IEEE}},
year = {2007},
url = {https://doi.org/10.1109/IGARSS.2007.4423095},
doi = {10.1109/IGARSS.2007.4423095},
timestamp = {Thu, 15 Jun 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/Munoz-MariCGC07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/Camps-VallsGVMSS06,
author = {Gustavo Camps{-}Valls and
Luis G{\'{o}}mez{-}Chova and
Joan Vila{-}Franc{\'{e}}s and
Jos{\'{e}} David Mart{\'{\i}}n{-}Guerrero and
Antonio J. Serrano{-}L{\'{o}}pez and
Emilio Soria{-}Olivas},
title = {Enhancing decision-based neural networks through local competition},
journal = {Neurocomputing},
volume = {69},
number = {7-9},
pages = {905--908},
year = {2006},
url = {https://doi.org/10.1016/j.neucom.2005.09.006},
doi = {10.1016/J.NEUCOM.2005.09.006},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijon/Camps-VallsGVMSS06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/Soria-OlivasMSCVC06,
author = {Emilio Soria{-}Olivas and
Jos{\'{e}} David Mart{\'{\i}}n{-}Guerrero and
Antonio J. Serrano{-}L{\'{o}}pez and
Javier Calpe{-}Maravilla and
Joan Vila{-}Franc{\'{e}}s and
Gustavo Camps{-}Valls},
title = {Efficient pruning of multilayer perceptrons using a fuzzy sigmoid
activation function},
journal = {Neurocomputing},
volume = {69},
number = {7-9},
pages = {909--912},
year = {2006},
url = {https://doi.org/10.1016/j.neucom.2005.04.013},
doi = {10.1016/J.NEUCOM.2005.04.013},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijon/Soria-OlivasMSCVC06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/lgrs/Camps-VallsBRM06,
author = {Gustavo Camps{-}Valls and
Lorenzo Bruzzone and
Jos{\'{e}} Luis Rojo{-}{\'{A}}lvarez and
Farid Melgani},
title = {Robust support vector regression for biophysical variable estimation
from remotely sensed images},
journal = {{IEEE} Geosci. Remote. Sens. Lett.},
volume = {3},
number = {3},
pages = {339--343},
year = {2006},
url = {https://doi.org/10.1109/LGRS.2006.871748},
doi = {10.1109/LGRS.2006.871748},
timestamp = {Thu, 23 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/lgrs/Camps-VallsBRM06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/lgrs/Camps-VallsGMVC06,
author = {Gustavo Camps{-}Valls and
Luis G{\'{o}}mez{-}Chova and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
Joan Vila{-}Franc{\'{e}}s and
Javier Calpe{-}Maravilla},
title = {Composite kernels for hyperspectral image classification},
journal = {{IEEE} Geosci. Remote. Sens. Lett.},
volume = {3},
number = {1},
pages = {93--97},
year = {2006},
url = {https://doi.org/10.1109/LGRS.2005.857031},
doi = {10.1109/LGRS.2005.857031},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/lgrs/Camps-VallsGMVC06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/prl/Gomez-ChovaFCSVC06,
author = {Luis G{\'{o}}mez{-}Chova and
Diego Fern{\'{a}}ndez{-}Prieto and
Javier Calpe{-}Maravilla and
Emilio Soria{-}Olivas and
Joan Vila{-}Franc{\'{e}}s and
Gustavo Camps{-}Valls},
title = {Urban monitoring using multi-temporal {SAR} and multi-spectral data},
journal = {Pattern Recognit. Lett.},
volume = {27},
number = {4},
pages = {234--243},
year = {2006},
url = {https://doi.org/10.1016/j.patrec.2005.08.004},
doi = {10.1016/J.PATREC.2005.08.004},
timestamp = {Mon, 03 Jan 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/prl/Gomez-ChovaFCSVC06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sigpro/Soria-OlivasCMCVS06,
author = {Emilio Soria{-}Olivas and
Gustavo Camps{-}Valls and
Jos{\'{e}} David Mart{\'{\i}}n{-}Guerrero and
Javier Calpe{-}Maravilla and
Joan Vila{-}Franc{\'{e}}s and
Antonio J. Serrano{-}L{\'{o}}pez},
title = {Non-linear RLS-based algorithm for pattern classification},
journal = {Signal Process.},
volume = {86},
number = {5},
pages = {1104--1108},
year = {2006},
url = {https://doi.org/10.1016/j.sigpro.2005.09.004},
doi = {10.1016/J.SIGPRO.2005.09.004},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/sigpro/Soria-OlivasCMCVS06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/Martinez-RamonRCMNSF06,
author = {Manel Mart{\'{\i}}nez{-}Ram{\'{o}}n and
Jos{\'{e}} Luis Rojo{-}{\'{A}}lvarez and
Gustavo Camps{-}Valls and
Jordi Mu{\~{n}}oz{-}Mar{\'{\i}} and
{\'{A}}ngel Navia{-}V{\'{a}}zquez and
Emilio Soria{-}Olivas and
An{\'{\i}}bal R. Figueiras{-}Vidal},
title = {Support Vector Machines for Nonlinear Kernel {ARMA} System Identification},
journal = {{IEEE} Trans. Neural Networks},
volume = {17},
number = {6},
pages = {1617--1622},
year = {2006},
url = {https://doi.org/10.1109/TNN.2006.879767},
doi = {10.1109/TNN.2006.879767},
timestamp = {Thu, 23 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tnn/Martinez-RamonRCMNSF06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/AtienzaRCMG06,
author = {Felipe Alonso Atienza and
Jos{\'{e}} Luis Rojo{-}{\'{A}}lvarez and
Gustavo Camps{-}Valls and
Alfredo Rosado Mu{\~{n}}oz and
Arcadi Garc{\'{\i}}a{-}Alberola},
title = {Bootstrap feature selection in support vector machines for ventricular
fibrillation detection},
booktitle = {14th European Symposium on Artificial Neural Networks, {ESANN} 2006,
Bruges, Belgium, April 26-28, 2006, Proceedings},
pages = {233--238},
year = {2006},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2006-105.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/AtienzaRCMG06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/PlazaBBBBCCFGGTT06,
author = {Antonio J. Plaza and
J{\'{o}}n Atli Benediktsson and
Joseph W. Boardman and
Jason Brazile and
Lorenzo Bruzzone and
Gustavo Camps{-}Valls and
Jocelyn Chanussot and
Mathieu Fauvel and
Paolo Gamba and
J. Anthony Gualtieri and
James C. Tilton and
Giovanna Trianni},
title = {Advanced Processing of Hyperspectral Images},
booktitle = {{IEEE} International Geoscience {\&} Remote Sensing Symposium,
{IGARSS} 2006, July 31 - August 4, 2006, Denver, Colorado, USA, Proceedings},
pages = {1974--1978},
publisher = {{IEEE}},
year = {2006},
url = {https://doi.org/10.1109/IGARSS.2006.511},
doi = {10.1109/IGARSS.2006.511},
timestamp = {Mon, 28 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/PlazaBBBBCCFGGTT06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sigpro/Rojo-AlvarezCMSNF05,
author = {Jos{\'{e}} Luis Rojo{-}{\'{A}}lvarez and
Gustavo Camps{-}Valls and
Manel Mart{\'{\i}}nez{-}Ram{\'{o}}n and
Emilio Soria{-}Olivas and
{\'{A}}ngel Navia{-}V{\'{a}}zquez and
An{\'{\i}}bal R. Figueiras{-}Vidal},
title = {Support vector machines framework for linear signal processing},
journal = {Signal Process.},
volume = {85},
number = {12},
pages = {2316--2326},
year = {2005},
url = {https://doi.org/10.1016/j.sigpro.2004.12.015},
doi = {10.1016/J.SIGPRO.2004.12.015},
timestamp = {Thu, 23 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/sigpro/Rojo-AlvarezCMSNF05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/Camps-VallsB05,
author = {Gustavo Camps{-}Valls and
Lorenzo Bruzzone},
title = {Kernel-based methods for hyperspectral image classification},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {43},
number = {6},
pages = {1351--1362},
year = {2005},
url = {https://doi.org/10.1109/TGRS.2005.846154},
doi = {10.1109/TGRS.2005.846154},
timestamp = {Tue, 12 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tgrs/Camps-VallsB05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/Gomez-PerezCGM05,
author = {Gabriel G{\'{o}}mez{-}P{\'{e}}rez and
Gustavo Camps{-}Valls and
Jaime Gutierrez and
Jes{\'{u}}s Malo},
title = {Perceptual adaptive insensitivity for support vector machine image
coding},
journal = {{IEEE} Trans. Neural Networks},
volume = {16},
number = {6},
pages = {1574--1581},
year = {2005},
url = {https://doi.org/10.1109/TNN.2005.857954},
doi = {10.1109/TNN.2005.857954},
timestamp = {Wed, 14 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tnn/Gomez-PerezCGM05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/artmed/Camps-VallsMSBCG04,
author = {Gustavo Camps{-}Valls and
Marcelino Mart{\'{\i}}nez{-}Sober and
Emilio Soria{-}Olivas and
Jos{\'{e}} Rafael Magdalena Benedicto and
Javier Calpe{-}Maravilla and
Juan Guerrero{-}Mart{\'{\i}}nez},
title = {Foetal {ECG} recovery using dynamic neural networks},
journal = {Artif. Intell. Medicine},
volume = {31},
number = {3},
pages = {197--209},
year = {2004},
url = {https://doi.org/10.1016/j.artmed.2004.03.005},
doi = {10.1016/J.ARTMED.2004.03.005},
timestamp = {Sun, 04 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/artmed/Camps-VallsMSBCG04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bmcbi/Camps-VallsCSMS04,
author = {Gustavo Camps{-}Valls and
Alistair M. Chalk and
Antonio J. Serrano{-}L{\'{o}}pez and
Jos{\'{e}} David Mart{\'{\i}}n{-}Guerrero and
Erik L. L. Sonnhammer},
title = {Profiled support vector machines for antisense oligonucleotide efficacy
prediction},
journal = {{BMC} Bioinform.},
volume = {5},
pages = {135},
year = {2004},
url = {https://doi.org/10.1186/1471-2105-5-135},
doi = {10.1186/1471-2105-5-135},
timestamp = {Sun, 15 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/bmcbi/Camps-VallsCSMS04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/Camps-VallsMRS04,
author = {Gustavo Camps{-}Valls and
Manel Mart{\'{\i}}nez{-}Ram{\'{o}}n and
Jos{\'{e}} Luis Rojo{-}{\'{A}}lvarez and
Emilio Soria{-}Olivas},
title = {Robust \emph{gamma}-filter using support vector machines},
journal = {Neurocomputing},
volume = {62},
pages = {493--499},
year = {2004},
url = {https://doi.org/10.1016/j.neucom.2004.07.003},
doi = {10.1016/J.NEUCOM.2004.07.003},
timestamp = {Thu, 23 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijon/Camps-VallsMRS04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/Camps-VallsMRS04a,
author = {Gustavo Camps{-}Valls and
Jos{\'{e}} David Mart{\'{\i}}n{-}Guerrero and
Jos{\'{e}} Luis Rojo{-}{\'{A}}lvarez and
Emilio Soria{-}Olivas},
title = {Fuzzy sigmoid kernel for support vector classifiers},
journal = {Neurocomputing},
volume = {62},
pages = {501--506},
year = {2004},
url = {https://doi.org/10.1016/j.neucom.2004.07.004},
doi = {10.1016/J.NEUCOM.2004.07.004},
timestamp = {Thu, 23 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijon/Camps-VallsMRS04a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/te/Soria-OlivasCCMCM04,
author = {Emilio Soria{-}Olivas and
Javier Calpe{-}Maravilla and
Jonathon A. Chambers and
Marcelino Mart{\'{\i}}nez{-}Sober and
Gustavo Camps{-}Valls and
Jos{\'{e}} David Mart{\'{\i}}n{-}Guerrero},
title = {A novel approach to introducing adaptive filters based on the {LMS}
algorithm and its variants},
journal = {{IEEE} Trans. Educ.},
volume = {47},
number = {1},
pages = {127--133},
year = {2004},
url = {https://doi.org/10.1109/TE.2003.822632},
doi = {10.1109/TE.2003.822632},
timestamp = {Sun, 04 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/te/Soria-OlivasCCMCM04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgrs/Camps-VallsGCMSAM04,
author = {Gustavo Camps{-}Valls and
Luis G{\'{o}}mez{-}Chova and
Javier Calpe{-}Maravilla and
Jos{\'{e}} David Mart{\'{\i}}n{-}Guerrero and
Emilio Soria{-}Olivas and
Luis Alonso{-}Chorda and
Jos{\'{e}} F. Moreno},
title = {Robust support vector method for hyperspectral data classification
and knowledge discovery},
journal = {{IEEE} Trans. Geosci. Remote. Sens.},
volume = {42},
number = {7},
pages = {1530--1542},
year = {2004},
url = {https://doi.org/10.1109/TGRS.2004.827262},
doi = {10.1109/TGRS.2004.827262},
timestamp = {Tue, 12 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tgrs/Camps-VallsGCMSAM04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tsmc/Salcedo-SanzCPSB04,
author = {Sancho Salcedo{-}Sanz and
Gustavo Camps{-}Valls and
Fernando P{\'{e}}rez{-}Cruz and
Jos{\'{e}} Sep{\'{u}}lveda{-}Sanchis and
Carlos Bouso{\~{n}}o{-}Calz{\'{o}}n},
title = {Enhancing genetic feature selection through restricted search and
Walsh analysis},
journal = {{IEEE} Trans. Syst. Man Cybern. Part {C}},
volume = {34},
number = {4},
pages = {398--406},
year = {2004},
url = {https://doi.org/10.1109/TSMCC.2004.833301},
doi = {10.1109/TSMCC.2004.833301},
timestamp = {Wed, 07 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tsmc/Salcedo-SanzCPSB04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ah/Martin-GuerreroBCPSGS04,
author = {Jos{\'{e}} David Mart{\'{\i}}n{-}Guerrero and
Emili Balaguer{-}Ballester and
Gustavo Camps{-}Valls and
Alberto Palomares and
Antonio J. Serrano{-}L{\'{o}}pez and
Juan G{\'{o}}mez{-}Sanch{\'{\i}}s and
Emilio Soria{-}Olivas},
editor = {Paul De Bra and
Wolfgang Nejdl},
title = {Machine Learning Methods for One-Session Ahead Prediction of Accesses
to Page Categories},
booktitle = {Adaptive Hypermedia and Adaptive Web-Based Systems, Third International
Conference, {AH} 2004, Eindhoven, The Netherlands, August 23-26, 2004,
Proceedings},
series = {Lecture Notes in Computer Science},
volume = {3137},
pages = {421--424},
publisher = {Springer},
year = {2004},
url = {https://doi.org/10.1007/978-3-540-27780-4\_65},
doi = {10.1007/978-3-540-27780-4\_65},
timestamp = {Sat, 09 Apr 2022 12:45:17 +0200},
biburl = {https://dblp.org/rec/conf/ah/Martin-GuerreroBCPSGS04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iciar/Camps-VallsSGMCM04,
author = {Gustavo Camps{-}Valls and
Antonio J. Serrano{-}L{\'{o}}pez and
Luis G{\'{o}}mez{-}Chova and
Jos{\'{e}} David Mart{\'{\i}}n{-}Guerrero and
Javier Calpe{-}Maravilla and
Jos{\'{e}} F. Moreno},
editor = {Aur{\'{e}}lio C. Campilho and
Mohamed S. Kamel},
title = {Regularized {RBF} Networks for Hyperspectral Data Classification},
booktitle = {Image Analysis and Recognition: International Conference, {ICIAR}
2004, Porto, Portugal, September 29-October 1, 2004, Proceedings,
Part {II}},
series = {Lecture Notes in Computer Science},
volume = {3212},
pages = {429--436},
publisher = {Springer},
year = {2004},
url = {https://doi.org/10.1007/978-3-540-30126-4\_53},
doi = {10.1007/978-3-540-30126-4\_53},
timestamp = {Tue, 14 May 2019 10:00:39 +0200},
biburl = {https://dblp.org/rec/conf/iciar/Camps-VallsSGMCM04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cbm/Martin-GuerreroSCSPJ03,
author = {Jos{\'{e}} David Mart{\'{\i}}n{-}Guerrero and
Emilio Soria{-}Olivas and
Gustavo Camps{-}Valls and
Antonio J. Serrano{-}L{\'{o}}pez and
Juan Jos{\'{e}} P{\'{e}}rez{-}Ruixo and
N. V{\'{\i}}ctor Jim{\'{e}}nez{-}Torres},
title = {Use of neural networks for dosage individualisation of erythropoietin
in patients with secondary anemia to chronic renal failure},
journal = {Comput. Biol. Medicine},
volume = {33},
number = {4},
pages = {361--373},
year = {2003},
url = {https://doi.org/10.1016/S0010-4825(02)00065-3},
doi = {10.1016/S0010-4825(02)00065-3},
timestamp = {Wed, 02 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/cbm/Martin-GuerreroSCSPJ03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tbe/Camps-VallsPSMSPJ03,
author = {Gustavo Camps{-}Valls and
Bego{\~{n}}a Porta{-}Oltra and
Emilio Soria{-}Olivas and
Jos{\'{e}} David Mart{\'{\i}}n{-}Guerrero and
Antonio J. Serrano{-}L{\'{o}}pez and
Juan Jos{\'{e}} P{\'{e}}rez{-}Ruixo and
N. V{\'{\i}}ctor Jim{\'{e}}nez{-}Torres},
title = {Prediction of cyclosporine dosage in patients after kidney transplantation
using neural networks},
journal = {{IEEE} Trans. Biomed. Eng.},
volume = {50},
number = {4},
pages = {442--448},
year = {2003},
url = {https://doi.org/10.1109/TBME.2003.809498},
doi = {10.1109/TBME.2003.809498},
timestamp = {Wed, 02 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tbe/Camps-VallsPSMSPJ03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tbe/Martin-GuerreroCSSPJ03,
author = {Jos{\'{e}} David Mart{\'{\i}}n{-}Guerrero and
Gustavo Camps{-}Valls and
Emilio Soria{-}Olivas and
Antonio J. Serrano{-}L{\'{o}}pez and
Juan Jos{\'{e}} P{\'{e}}rez{-}Ruixo and
N. V{\'{\i}}ctor Jim{\'{e}}nez{-}Torres},
title = {Dosage individualization of erythropoietin using a profile-dependent
support vector regression},
journal = {{IEEE} Trans. Biomed. Eng.},
volume = {50},
number = {10},
pages = {1136--1142},
year = {2003},
url = {https://doi.org/10.1109/TBME.2003.816084},
doi = {10.1109/TBME.2003.816084},
timestamp = {Wed, 02 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tbe/Martin-GuerreroCSSPJ03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/Soria-OlivasMCSCG03,
author = {Emilio Soria{-}Olivas and
Jos{\'{e}} David Mart{\'{\i}}n{-}Guerrero and
Gustavo Camps{-}Valls and
Antonio J. Serrano{-}L{\'{o}}pez and
Javier Calpe{-}Maravilla and
Luis G{\'{o}}mez{-}Chova},
title = {A low-complexity fuzzy activation function for artificial neural networks},
journal = {{IEEE} Trans. Neural Networks},
volume = {14},
number = {6},
pages = {1576--1579},
year = {2003},
url = {https://doi.org/10.1109/TNN.2003.820444},
doi = {10.1109/TNN.2003.820444},
timestamp = {Wed, 14 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tnn/Soria-OlivasMCSCG03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ibpria/Camps-VallsGCSMM03,
author = {Gustavo Camps{-}Valls and
Luis G{\'{o}}mez{-}Chova and
Javier Calpe{-}Maravilla and
Emilio Soria{-}Olivas and
Jos{\'{e}} David Mart{\'{\i}}n{-}Guerrero and
Jos{\'{e}} F. Moreno},
editor = {Francisco Jos{\'{e}} Perales L{\'{o}}pez and
Aur{\'{e}}lio C. Campilho and
Nicolas P{\'{e}}rez de la Blanca and
Alberto Sanfeliu},
title = {Support Vector Machines for Crop Classification Using Hyperspectral
Data},
booktitle = {Pattern Recognition and Image Analysis, First Iberian Conference,
IbPRIA 2003, Puerto de Andratx, Mallorca, Spain, June 4-6, 2003, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {2652},
pages = {134--141},
publisher = {Springer},
year = {2003},
url = {https://doi.org/10.1007/978-3-540-44871-6\_16},
doi = {10.1007/978-3-540-44871-6\_16},
timestamp = {Mon, 03 Jan 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ibpria/Camps-VallsGCSMM03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icip/Gomez-ChovaCSCMM03,
author = {Luis G{\'{o}}mez{-}Chova and
Javier Calpe{-}Maravilla and
Emilio Soria{-}Olivas and
Gustavo Camps{-}Valls and
Jos{\'{e}} David Mart{\'{\i}}n{-}Guerrero and
Jos{\'{e}} F. Moreno},
title = {CART-based feature selection of hyperspectral images for crop cover
classification},
booktitle = {Proceedings of the 2003 International Conference on Image Processing,
{ICIP} 2003, Barcelona, Catalonia, Spain, September 14-18, 2003},
pages = {589--592},
publisher = {{IEEE}},
year = {2003},
url = {https://doi.org/10.1109/ICIP.2003.1247313},
doi = {10.1109/ICIP.2003.1247313},
timestamp = {Wed, 16 Oct 2019 14:14:52 +0200},
biburl = {https://dblp.org/rec/conf/icip/Gomez-ChovaCSCMM03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Gomez-ChovaCCMS03,
author = {Luis G{\'{o}}mez{-}Chova and
Javier Calpe and
Gustau Camps{-}Valls and
Jos{\'{e}} David Mart{\'{\i}}n{-}Guerrero and
Emilio Soria{-}Olivas and
Joan Vila{-}Franc{\'{e}}s and
Luis Alonso{-}Chorda and
Jos{\'{e}} Moreno},
title = {Feature selection of hyperspectral data through local correlation
and {SFFS} for crop classification},
booktitle = {2003 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2003, Toulouse, France, July 21-15, 2003},
pages = {555--557},
publisher = {{IEEE}},
year = {2003},
url = {https://doi.org/10.1109/IGARSS.2003.1293840},
doi = {10.1109/IGARSS.2003.1293840},
timestamp = {Fri, 07 May 2021 10:04:02 +0200},
biburl = {https://dblp.org/rec/conf/igarss/Gomez-ChovaCCMS03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/Gomez-ChovaCCMS03a,
author = {Luis G{\'{o}}mez{-}Chova and
Javier Calpe and
Gustau Camps{-}Valls and
Jos{\'{e}} David Mart{\'{\i}}n{-}Guerrero and
Emilio Soria{-}Olivas and
Joan Vila{-}Franc{\'{e}}s and
Luis Alonso{-}Chorda and
Jos{\'{e}} Moreno},
title = {Semi-supervised classification method for hyperspectral remote sensing
images},
booktitle = {2003 {IEEE} International Geoscience and Remote Sensing Symposium,
{IGARSS} 2003, Toulouse, France, July 21-15, 2003},
pages = {1776--1778},
publisher = {{IEEE}},
year = {2003},
url = {https://doi.org/10.1109/IGARSS.2003.1294247},
doi = {10.1109/IGARSS.2003.1294247},
timestamp = {Fri, 07 May 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/igarss/Gomez-ChovaCCMS03a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/Perez-CruzCSPFA02,
author = {Fernando P{\'{e}}rez{-}Cruz and
Gustavo Camps{-}Valls and
Emilio Soria{-}Olivas and
Juan Jos{\'{e}} P{\'{e}}rez{-}Ruixo and
An{\'{\i}}bal R. Figueiras{-}Vidal and
Antonio Art{\'{e}}s{-}Rodr{\'{\i}}guez},
editor = {Jos{\'{e}} R. Dorronsoro},
title = {Multi-dimensional Function Approximation and Regression Estimation},
booktitle = {Artificial Neural Networks - {ICANN} 2002, International Conference,
Madrid, Spain, August 28-30, 2002, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {2415},
pages = {757--762},
publisher = {Springer},
year = {2002},
url = {https://doi.org/10.1007/3-540-46084-5\_123},
doi = {10.1007/3-540-46084-5\_123},
timestamp = {Wed, 07 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icann/Perez-CruzCSPFA02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/CampsSMSRJ01,
author = {Gustavo Camps{-}Valls and
Emilio Soria{-}Olivas and
Jos{\'{e}} David Mart{\'{\i}}n{-}Guerrero and
Antonio J. Serrano{-}L{\'{o}}pez and
Juan Jos{\'{e}} P{\'{e}}rez{-}Ruixo and
N. V{\'{\i}}ctor Jim{\'{e}}nez},
editor = {Georg Dorffner and
Horst Bischof and
Kurt Hornik},
title = {Neural Networks Ensemble for Cyclosporine Concentration Monitoring},
booktitle = {Artificial Neural Networks - {ICANN} 2001, International Conference
Vienna, Austria, August 21-25, 2001 Proceedings},
series = {Lecture Notes in Computer Science},
volume = {2130},
pages = {706--711},
publisher = {Springer},
year = {2001},
url = {https://doi.org/10.1007/3-540-44668-0\_98},
doi = {10.1007/3-540-44668-0\_98},
timestamp = {Mon, 03 Jan 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icann/CampsSMSRJ01.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iwann/SerranoSCMJ01,
author = {Antonio J. Serrano{-}L{\'{o}}pez and
Emilio Soria{-}Olivas and
Gustavo Camps{-}Valls and
Jos{\'{e}} David Mart{\'{\i}}n{-}Guerrero and
N. V{\'{\i}}ctor Jim{\'{e}}nez},
editor = {Jos{\'{e}} Mira and
Alberto Prieto},
title = {Some Examples for Solving Clinical Problems Using Neural Networks},
booktitle = {Bio-inspired Applications of Connectionism, 6th International Work-Conference
on Artificial and Natural Neural Networks, {IWANN} 2001 Granada, Spain,
June 13-15, 2001, Proceedings, Part {II}},
series = {Lecture Notes in Computer Science},
volume = {2085},
pages = {345--352},
publisher = {Springer},
year = {2001},
url = {https://doi.org/10.1007/3-540-45723-2\_41},
doi = {10.1007/3-540-45723-2\_41},
timestamp = {Mon, 03 Jan 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iwann/SerranoSCMJ01.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
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