@article{ferrando2024investigating,
title = {Investigating university students' self-perception of their influence on the SDGs},
author = {Ferrando, Lara and Cabero, Ismael and Alcacer, Aleix and Lloria, Atanasia and Mart{\'\i}nez-Garc{\'\i}a, Marina and Mart{\'\i}nez-Serrano, Bel{\'e}n and P{\'e}rez-Suay, Adri{\'a}n and Epifanio, Irene},
journal = {Campus Virtuales},
volume = {13},
number = {1},
pages = {107--115},
year = {2024}
}
@article{VANWITTENBERGHE2024113879,
title = {Retrieval of leaf-level fluorescence quantum efficiency and NPQ-related xanthophyll absorption through spectral unmixing strategies for future VIS-NIR imaging spectroscopy},
journal = {Remote Sensing of Environment},
volume = {300},
pages = {113879},
year = {2024},
issn = {0034-4257},
doi = {https://doi.org/10.1016/j.rse.2023.113879},
url = {https://www.sciencedirect.com/science/article/pii/S0034425723004303},
author = {Shari {Van Wittenberghe} and Eatidal Amin and Ana Belén Pascual-Venteo and Adrián Pérez-Suay and Carolina Tenjo and Neus Sabater and Christiaan {van der Tol} and Matthias Drusch and José Moreno},
keywords = {Actual photosynthesis, Antheraxanthin, Beer-Lambert law, Effective absorption, End-to-End Scene Generator, fAPAR, FLORIS, Fluorescence explorer, Hyperspectral, Photoprotection, Photosynthetic light reactions, Xanthophylls}
}
@article{DBLP:journals/remotesensing/VenteoGBEVPWV24,
author = {Ana Belen Pascual Venteo and
Jose L. Garcia and
Katja Berger and
Jos{\'{e}} Est{\'{e}}vez and
Jorge Vicent and
Adri{\'{a}}n P{\'{e}}rez{-}Suay and
Shari Van Wittenberghe and
Jochem Verrelst},
title = {Gaussian Process Regression Hybrid Models for the Top-of-Atmosphere
Retrieval of Vegetation Traits Applied to {PRISMA} and EnMAP Imagery},
journal = {Remote. Sens.},
volume = {16},
number = {7},
pages = {1211},
year = {2024},
url = {https://doi.org/10.3390/rs16071211},
doi = {10.3390/RS16071211},
timestamp = {Fri, 31 May 2024 21:07:59 +0200},
biburl = {https://dblp.org/rec/journals/remotesensing/VenteoGBEVPWV24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ieee-rita/PerezSuayLVV24,
author = {Adri{\'{a}}n P{\'{e}}rez{-}Suay and
Valero Laparra and
Steven Van Vaerenbergh and
Ana Belen Pascual Venteo},
title = {Learning About Student Performance From Moodle Logs in a Higher Education
Context With Gaussian Processes},
journal = {Rev. Iberoam. de Tecnol. del Aprendiz.},
volume = {19},
pages = {169--175},
year = {2024},
url = {https://doi.org/10.1109/RITA.2024.3465035},
doi = {10.1109/RITA.2024.3465035},
timestamp = {Mon, 09 Dec 2024 22:46:26 +0100},
biburl = {https://dblp.org/rec/journals/ieee-rita/PerezSuayLVV24.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 15:37:25 +0200},
biburl = {https://dblp.org/rec/journals/tmlr/Perez-SuayGLSC23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{10201918,
author = {Laparra, Valero and Pérez-Suay, Adrián and Piles, María and Muñoz-Marí, Jordi and Amorós-López, Julia and Fernandez-Moran, Roberto and Fernández-Torres, Miguel-Ángel and Adsuara, Jose E.},
journal = {IEEE Revista Iberoamericana de Tecnologias del Aprendizaje},
title = {Assessing the Impact of Using Short Videos for Teaching at Higher Education: Empirical Evidence From Log-Files in a Learning Management System},
year = {2023},
volume = {18},
number = {3},
pages = {233-238},
doi = {10.1109/RITA.2023.3301411}
}
@article{educsci13060555,
author = {Pérez-Suay, Adrián and Ferrís-Castell, Ricardo and Van Vaerenbergh, Steven and Pascual-Venteo, Ana B.},
title = {Assessing the Relevance of Information Sources for Modelling Student Performance in a Higher Mathematics Education Course},
journal = {Education Sciences},
volume = {13},
year = {2023},
number = {6},
article-number = {555},
url = {https://www.mdpi.com/2227-7102/13/6/555},
issn = {2227-7102},
doi = {10.3390/educsci13060555}
}
@article{educsci13070661,
author = {Van Vaerenbergh, Steven and Pérez-Suay, Adrián and Diago, Pascual D.},
title = {Acceptance and Intentions of Using Dynamic Geometry Software by Pre-Service Primary School Teachers},
journal = {Education Sciences},
volume = {13},
year = {2023},
number = {7},
article-number = {661},
url = {https://www.mdpi.com/2227-7102/13/7/661},
issn = {2227-7102},
doi = {10.3390/educsci13070661}
}
@article{educsci13070669,
author = {Pérez-Suay, Adrián and García-Bayona, Ismael and Van Vaerenbergh, Steven and Pascual-Venteo, Ana B.},
title = {Assessing a Didactic Sequence for Computational Thinking Development in Early Education Using Educational Robots},
journal = {Education Sciences},
volume = {13},
year = {2023},
number = {7},
article-number = {669},
url = {https://www.mdpi.com/2227-7102/13/7/669},
issn = {2227-7102},
doi = {10.3390/educsci13070669}
}
@article{DBLP:journals/ieee-rita/PerezSuayVDPF23,
author = {Adri{\'{a}}n P{\'{e}}rez{-}Suay and
Steven Van Vaerenbergh and
Pascual D. Diago and
Ana B. Pascual{-}Venteo and
Francesc J. Ferri},
title = {Data-Driven Modeling Through the Moodle Learning Management System:
An Empirical Study Based on a Mathematics Teaching Subject},
journal = {Rev. Iberoam. de Tecnol. del Aprendiz.},
volume = {18},
number = {1},
pages = {19--27},
year = {2023},
url = {https://doi.org/10.1109/RITA.2023.3250434},
doi = {10.1109/RITA.2023.3250434},
timestamp = {Wed, 17 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ieee-rita/PerezSuayVDPF23.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{Cortés-Andrés_2022,
doi = {10.1088/1748-9326/ac6762},
url = {https://dx.doi.org/10.1088/1748-9326/ac6762},
year = {2022},
month = {may},
publisher = {IOP Publishing},
volume = {17},
number = {5},
pages = {054034},
author = {Jordi Cortés-Andrés and Gustau Camps-Valls and Sebastian Sippel and Enikő Székely and Dino Sejdinovic and Emiliano Diaz and Adrián Pérez-Suay and Zhu Li and Miguel Mahecha and Markus Reichstein},
title = {Physics-aware nonparametric regression models for Earth data analysis},
journal = {Environmental Research Letters}
}
@article{DBLP:journals/staeors/MorataSPGCV23,
author = {Miguel Morata and
Bastian Siegmann and
Adri{\'{a}}n P{\'{e}}rez{-}Suay and
Jos{\'{e}} Luis Garc{\'{\i}}a{-}Soria and
Juan Pablo Rivera Caicedo and
Jochem Verrelst},
title = {Neural Network Emulation of Synthetic Hyperspectral Sentinel-2-Like
Imagery With Uncertainty},
journal = {{IEEE} J. Sel. Top. Appl. Earth Obs. Remote. Sens.},
volume = {16},
pages = {762--772},
year = {2023},
url = {https://doi.org/10.1109/JSTARS.2022.3231380},
doi = {10.1109/JSTARS.2022.3231380},
timestamp = {Fri, 10 Feb 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/staeors/MorataSPGCV23.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 = {Tue, 18 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pr/LiPCS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/remotesensing/VenteoPBTGPCV22,
author = {Ana Belen Pascual Venteo and
Enrique Portales and
Katja Berger and
Giulia Tagliabue and
Jose L. Garcia and
Adri{\'{a}}n P{\'{e}}rez{-}Suay and
Juan Pablo Rivera Caicedo and
Jochem Verrelst},
title = {Prototyping Crop Traits Retrieval Models for {CHIME:} Dimensionality
Reduction Strategies Applied to {PRISMA} Data},
journal = {Remote. Sens.},
volume = {14},
number = {10},
pages = {2448},
year = {2022},
url = {https://doi.org/10.3390/rs14102448},
doi = {10.3390/rs14102448},
timestamp = {Thu, 22 Sep 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/remotesensing/VenteoPBTGPCV22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/remotesensing/AghababaeiENAPM22,
author = {Masoumeh Aghababaei and
Ataollah Ebrahimi and
Ali Asghar Naghipour and
Esmaeil Asadi and
Adri{\'{a}}n P{\'{e}}rez{-}Suay and
Miguel Morata and
Jose L. Garcia and
Juan Pablo Rivera Caicedo and
Jochem Verrelst},
title = {Introducing ARTMO's Machine-Learning Classification Algorithms Toolbox:
Application to Plant-Type Detection in a Semi-Steppe Iranian Landscape},
journal = {Remote. Sens.},
volume = {14},
number = {18},
pages = {4452},
year = {2022},
url = {https://doi.org/10.3390/rs14184452},
doi = {10.3390/rs14184452},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/remotesensing/AghababaeiENAPM22.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/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/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{MATEOSANCHIS2019111460,
title = {Synergistic integration of optical and microwave satellite data for crop yield estimation},
journal = {Remote Sensing of Environment},
volume = {234},
pages = {111460},
year = {2019},
issn = {0034-4257},
doi = {https://doi.org/10.1016/j.rse.2019.111460},
url = {https://www.sciencedirect.com/science/article/pii/S0034425719304791},
author = {Anna Mateo-Sanchis and Maria Piles and Jordi Muñoz-Marí and Jose E. Adsuara and Adrián Pérez-Suay and Gustau Camps-Valls},
keywords = {Crop yield estimation, Vegetation optical depth, Enhanced vegetation index, Machine learning, Kernel ridge regression, Soil moisture active passive (SMAP), Moderate resolution imaging spectroradiometer (MODIS), Agro-ecosystems}
}
@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{10.1371/journal.pone.0235885,
doi = {10.1371/journal.pone.0235885},
author = {Johnson, J. Emmanuel AND Laparra, Valero AND Pérez-Suay, Adrián AND Mahecha, Miguel D. AND Camps-Valls, Gustau},
journal = {PLOS ONE},
publisher = {Public Library of Science},
title = {Kernel methods and their derivatives: Concept and perspectives for the earth system sciences},
year = {2020},
month = {10},
volume = {15},
url = {https://doi.org/10.1371/journal.pone.0235885},
pages = {1-30},
number = {10}
}
@article{8113131,
author = {Munoz-Mari, Jordi and Izquierdo-Verdiguier, Emma and Campos-Taberner, Manuel and Perez-Suay, Adrian and Gomez-Chova, Luis and Mateo-Garcia, Gonzalo and Ruescas, Ana B. and Laparra, Valero and Padron, Jose A. and Amoros-Lopez, Julia and Camps-Valls, Gustau},
journal = {IEEE Geoscience and Remote Sensing Magazine},
title = {HyperLabelMe : A Web Platform for Benchmarking Remote-Sensing Image Classifiers},
year = {2017},
volume = {5},
number = {4},
pages = {79-85},
doi = {10.1109/MGRS.2017.2762476}
}
@article{PEREZSUAY201754,
title = {Randomized kernels for large scale Earth observation applications},
journal = {Remote Sensing of Environment},
volume = {202},
pages = {54-63},
year = {2017},
note = {Big Remotely Sensed Data: tools, applications and experiences},
issn = {0034-4257},
doi = {https://doi.org/10.1016/j.rse.2017.02.009},
url = {https://www.sciencedirect.com/science/article/pii/S0034425717300615},
author = {Adrián Pérez-Suay and Julia Amorós-López and Luis Gómez-Chova and Valero Laparra and Jordi Muñoz-Marí and Gustau Camps-Valls},
keywords = {Machine learning, Image classification, Biophysical parameter estimation, Kernel machines, Random features, Cloud screening, IASI/MetOp, SEVIRI/MSG, Copernicus Sentinel-2, Emulation, Model inversion}
}
@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}
}
@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}
}
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