MLRS.bib

@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/corr/abs-2107-06015,
  author = {Steven Van Vaerenbergh and
               Adri{\'{a}}n P{\'{e}}rez{-}Suay},
  title = {A Classification of Artificial Intelligence Systems for Mathematics
               Education},
  journal = {CoRR},
  volume = {abs/2107.06015},
  year = {2021},
  url = {https://arxiv.org/abs/2107.06015},
  eprinttype = {arXiv},
  eprint = {2107.06015},
  timestamp = {Wed, 21 Jul 2021 01:00:00 +0200},
  biburl = {https://dblp.org/rec/journals/corr/abs-2107-06015.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 = {Tue, 29 Dec 2020 00:00:00 +0100},
  biburl = {https://dblp.org/rec/journals/staeors/Padron-HidalgoP20.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 Moneta 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, 22 Feb 2021 16:46:47 +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 = {Mon, 22 Feb 2021 00:00:00 +0100},
  biburl = {https://dblp.org/rec/conf/igarss/Perez-SuayAPMDM20.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, 22 Feb 2021 00:00:00 +0100},
  biburl = {https://dblp.org/rec/conf/igarss/AdsuaraPMCKRM20.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-2010-09031,
  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-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-2012-04922,
  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-2012-05150,
  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-2012-05799,
  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-2012-06377,
  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-2012-10393,
  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-2012-12105,
  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/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/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}
}
@inproceedings{DBLP:conf/igarss/Mateo-GarciaAPG19,
  author = {Gonzalo Mateo{-}Garcia and
               Jos{\'{e}} E. Adsuara and
               Adri{\'{a}}n P{\'{e}}rez{-}Suay and
               Luis G{\'{o}}mez{-}Chova},
  title = {Convolutional Long Short-Term Memory Network for Multitemporal Cloud
               Detection Over Landmarks},
  booktitle = {2019 {IEEE} International Geoscience and Remote Sensing Symposium,
               {IGARSS} 2019, Yokohama, Japan, July 28 - August 2, 2019},
  pages = {210--213},
  publisher = {{IEEE}},
  year = {2019},
  url = {https://doi.org/10.1109/IGARSS.2019.8897832},
  doi = {10.1109/IGARSS.2019.8897832},
  timestamp = {Wed, 20 Nov 2019 17:11:08 +0100},
  biburl = {https://dblp.org/rec/conf/igarss/Mateo-GarciaAPG19.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/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/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/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/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}
}
@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 = {Mon, 15 Jun 2020 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/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/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/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/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 = {Wed, 15 Jan 2020 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/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/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, 15 Jan 2020 00:00:00 +0100},
  biburl = {https://dblp.org/rec/conf/igarss/MoralesPMC17.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 = {Fri, 27 Dec 2019 00:00:00 +0100},
  biburl = {https://dblp.org/rec/conf/pkdd/Perez-SuayLMMGC17.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}
}
@inproceedings{DBLP:conf/sspr/Perez-SuayFAA14,
  author = {Adri{\'{a}}n P{\'{e}}rez{-}Suay and
               Francesc J. Ferri and
               Miguel Arevalillo{-}Herr{\'{a}}ez and
               Jes{\'{u}}s V. Albert},
  editor = {Pasi Fr{\"{a}}nti and
               Gavin Brown and
               Marco Loog and
               Francisco Escolano and
               Marcello Pelillo},
  title = {About Combining Metric Learning and Prototype Generation},
  booktitle = {Structural, Syntactic, and Statistical Pattern Recognition - Joint
               {IAPR} International Workshop, {S+SSPR} 2014, Joensuu, Finland, August
               20-22, 2014. Proceedings},
  series = {Lecture Notes in Computer Science},
  volume = {8621},
  pages = {323--332},
  publisher = {Springer},
  year = {2014},
  url = {https://doi.org/10.1007/978-3-662-44415-3\_33},
  doi = {10.1007/978-3-662-44415-3\_33},
  timestamp = {Sat, 19 Oct 2019 01:00:00 +0200},
  biburl = {https://dblp.org/rec/conf/sspr/Perez-SuayFAA14.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pai/Perez-SuayFA13,
  author = {Adri{\'{a}}n P{\'{e}}rez{-}Suay and
               Francesc J. Ferri and
               Miguel Arevalillo{-}Herr{\'{a}}ez},
  title = {Passive-aggressive online distance metric learning and extensions},
  journal = {Prog. Artif. Intell.},
  volume = {2},
  number = {1},
  pages = {85--96},
  year = {2013},
  url = {https://doi.org/10.1007/s13748-012-0039-1},
  doi = {10.1007/s13748-012-0039-1},
  timestamp = {Sun, 10 May 2020 01:00:00 +0200},
  biburl = {https://dblp.org/rec/journals/pai/Perez-SuayFA13.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/smc/Perez-SuayFAA13,
  author = {Adrian Perez{-}Suay and
               Francesc J. Ferri and
               Miguel Arevalillo{-}Herr{\'{a}}ez and
               Jes{\'{u}}s V. Albert},
  title = {Comparative Evaluation of Batch and Online Distance Metric Learning
               Approaches Based on Margin Maximization},
  booktitle = {{IEEE} International Conference on Systems, Man, and Cybernetics,
               Manchester, {SMC} 2013, United Kingdom, October 13-16, 2013},
  pages = {3511--3515},
  publisher = {{IEEE}},
  year = {2013},
  url = {https://doi.org/10.1109/SMC.2013.599},
  doi = {10.1109/SMC.2013.599},
  timestamp = {Sat, 19 Oct 2019 01:00:00 +0200},
  biburl = {https://dblp.org/rec/conf/smc/Perez-SuayFAA13.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sspr/Perez-SuayF12,
  author = {Adrian Perez{-}Suay and
               Francesc J. Ferri},
  editor = {Georgy L. Gimel'farb and
               Edwin R. Hancock and
               Atsushi Imiya and
               Arjan Kuijper and
               Mineichi Kudo and
               Shinichiro Omachi and
               Terry Windeatt and
               Keiji Yamada},
  title = {Online Metric Learning Methods Using Soft Margins and Least Squares
               Formulations},
  booktitle = {Structural, Syntactic, and Statistical Pattern Recognition - Joint
               {IAPR} International Workshop, SSPR{\&}SPR 2012, Hiroshima, Japan,
               November 7-9, 2012. Proceedings},
  series = {Lecture Notes in Computer Science},
  volume = {7626},
  pages = {373--381},
  publisher = {Springer},
  year = {2012},
  url = {https://doi.org/10.1007/978-3-642-34166-3\_41},
  doi = {10.1007/978-3-642-34166-3\_41},
  timestamp = {Sat, 19 Oct 2019 01:00:00 +0200},
  biburl = {https://dblp.org/rec/conf/sspr/Perez-SuayF12.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ibpria/Perez-SuayFA11,
  author = {Adrian Perez{-}Suay and
               Francesc J. Ferri and
               Jes{\'{u}}s V. Albert},
  editor = {Jordi Vitri{\`{a}} and
               Jo{\~{a}}o Miguel Raposo Sanches and
               Mario Hern{\'{a}}ndez},
  title = {An Online Metric Learning Approach through Margin Maximization},
  booktitle = {Pattern Recognition and Image Analysis - 5th Iberian Conference, IbPRIA
               2011, Las Palmas de Gran Canaria, Spain, June 8-10, 2011. Proceedings},
  series = {Lecture Notes in Computer Science},
  volume = {6669},
  pages = {500--507},
  publisher = {Springer},
  year = {2011},
  url = {https://doi.org/10.1007/978-3-642-21257-4\_62},
  doi = {10.1007/978-3-642-21257-4\_62},
  timestamp = {Fri, 27 Mar 2020 08:58:54 +0100},
  biburl = {https://dblp.org/rec/conf/ibpria/Perez-SuayFA11.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ibpria/Perez-SuayFA09,
  author = {Adrian Perez{-}Suay and
               Francesc J. Ferri and
               Jes{\'{u}}s V. Albert},
  editor = {Helder Ara{\'{u}}jo and
               Ana Maria Mendon{\c{c}}a and
               Armando J. Pinho and
               M. In{\'{e}}s Torres},
  title = {A Random Extension for Discriminative Dimensionality Reduction and
               Metric Learning},
  booktitle = {Pattern Recognition and Image Analysis, 4th Iberian Conference, IbPRIA
               2009, P{\'{o}}voa de Varzim, Portugal, June 10-12, 2009, Proceedings},
  series = {Lecture Notes in Computer Science},
  volume = {5524},
  pages = {370--377},
  publisher = {Springer},
  year = {2009},
  url = {https://doi.org/10.1007/978-3-642-02172-5\_48},
  doi = {10.1007/978-3-642-02172-5\_48},
  timestamp = {Sat, 19 Oct 2019 01:00:00 +0200},
  biburl = {https://dblp.org/rec/conf/ibpria/Perez-SuayFA09.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/isvc/Perez-SuayF08,
  author = {Adrian Perez{-}Suay and
               Francesc J. Ferri},
  editor = {George Bebis and
               Richard D. Boyle and
               Bahram Parvin and
               Darko Koracin and
               Paolo Remagnino and
               Fatih Murat Porikli and
               J{\"{o}}rg Peters and
               James T. Klosowski and
               Laura L. Arns and
               Yu Ka Chun and
               Theresa{-}Marie Rhyne and
               Laura Monroe},
  title = {Scaling Up a Metric Learning Algorithm for Image Recognition and Representation},
  booktitle = {Advances in Visual Computing, 4th International Symposium, {ISVC}
               2008, Las Vegas, NV, USA, December 1-3, 2008. Proceedings, Part {II}},
  series = {Lecture Notes in Computer Science},
  volume = {5359},
  pages = {592--601},
  publisher = {Springer},
  year = {2008},
  url = {https://doi.org/10.1007/978-3-540-89646-3\_58},
  doi = {10.1007/978-3-540-89646-3\_58},
  timestamp = {Fri, 21 May 2021 14:46:51 +0200},
  biburl = {https://dblp.org/rec/conf/isvc/Perez-SuayF08.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

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