@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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