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Adrián Pérez-Suay
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2020 – today
- 2025
- [i17]Elena M. De-Diego, Adrián Pérez-Suay, Paula Gordaliza, Jean-Michel Loubes:
PLS-based approach for fair representation learning. CoRR abs/2502.16263 (2025) - 2024
- [j19]Adrián Pérez-Suay
, Valero Laparra
, Steven Van Vaerenbergh
, Ana Belen Pascual Venteo:
Learning About Student Performance From Moodle Logs in a Higher Education Context With Gaussian Processes. Rev. Iberoam. de Tecnol. del Aprendiz. 19: 169-175 (2024) - [j18]Ana Belen Pascual Venteo
, Jose L. Garcia, Katja Berger
, José Estévez
, Jorge Vicent
, Adrián Pérez-Suay
, Shari Van Wittenberghe
, Jochem Verrelst
:
Gaussian Process Regression Hybrid Models for the Top-of-Atmosphere Retrieval of Vegetation Traits Applied to PRISMA and EnMAP Imagery. Remote. Sens. 16(7): 1211 (2024) - 2023
- [j17]Adrián Pérez-Suay
, Steven Van Vaerenbergh
, Pascual D. Diago
, Ana Belen Pascual Venteo, Francesc J. Ferri
:
Data-Driven Modeling Through the Moodle Learning Management System: An Empirical Study Based on a Mathematics Teaching Subject. Rev. Iberoam. de Tecnol. del Aprendiz. 18(1): 19-27 (2023) - [j16]Valero Laparra
, Adrián Pérez-Suay
, María Piles
, Jordi Muñoz-Marí
, Julia Amorós-López, Roberto Fernandez-Moran
, Miguel-Ángel Fernández-Torres
, José E. Adsuara
:
Assessing the Impact of Using Short Videos for Teaching at Higher Education: Empirical Evidence From Log-Files in a Learning Management System. Rev. Iberoam. de Tecnol. del Aprendiz. 18(3): 233-238 (2023) - [j15]Anna Mateo-Sanchis
, José E. Adsuara
, Maria Piles
, Jordi Muñoz-Marí
, Adrian Perez-Suay
, Gustau Camps-Valls
:
Interpretable Long Short-Term Memory Networks for Crop Yield Estimation. IEEE Geosci. Remote. Sens. Lett. 20: 1-5 (2023) - [j14]Miguel Morata
, Bastian Siegmann
, Adrián Pérez-Suay
, José Luis García-Soria
, Juan Pablo Rivera Caicedo
, Jochem Verrelst
:
Neural Network Emulation of Synthetic Hyperspectral Sentinel-2-Like Imagery With Uncertainty. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 16: 762-772 (2023) - [j13]Adrian Perez-Suay, Paula Gordaliza, Jean-Michel Loubes, Dino Sejdinovic, Gustau Camps-Valls:
Fair Kernel Regression through Cross-Covariance Operators. Trans. Mach. Learn. Res. 2023 (2023) - 2022
- [j12]Zhu Li, Adrián Pérez-Suay, Gustau Camps-Valls, Dino Sejdinovic
:
Kernel dependence regularizers and Gaussian processes with applications to algorithmic fairness. Pattern Recognit. 132: 108922 (2022) - [j11]Ana Belen Pascual Venteo
, Enrique Portales, Katja Berger
, Giulia Tagliabue
, Jose L. Garcia, Adrián Pérez-Suay
, Juan Pablo Rivera Caicedo
, Jochem Verrelst
:
Prototyping Crop Traits Retrieval Models for CHIME: Dimensionality Reduction Strategies Applied to PRISMA Data. Remote. Sens. 14(10): 2448 (2022) - [j10]Masoumeh Aghababaei, Ataollah Ebrahimi
, Ali Asghar Naghipour
, Esmaeil Asadi, Adrián Pérez-Suay
, Miguel Morata
, Jose L. Garcia, Juan Pablo Rivera Caicedo
, Jochem Verrelst
:
Introducing ARTMO's Machine-Learning Classification Algorithms Toolbox: Application to Plant-Type Detection in a Semi-Steppe Iranian Landscape. Remote. Sens. 14(18): 4452 (2022) - [c20]Miguel Morata, Bastian Siegmann, Adrián Pérez-Suay, Juan Pablo Rivera Caicedo, Jochem Verrelst:
Emulation of Synthetic Hyperspectral Sentinel-2-Like Reflectance Images Using Neural Networks. IGARSS 2022: 5401-5404 - 2021
- [j9]José Antonio Padrón-Hidalgo
, Adrián Pérez-Suay
, Fatih Nar
, Gustau Camps-Valls
:
Efficient Nonlinear RX Anomaly Detectors. IEEE Geosci. Remote. Sens. Lett. 18(2): 231-235 (2021) - [c19]Gustau Camps-Valls, Daniel H. Svendsen, Jordi Cortés-Andrés
, Álvaro Moreno-Martínez, Adrián Pérez-Suay, José E. Adsuara, Irene Martín, Maria Piles
, Jordi Muñoz-Marí, Luca Martino:
Physics-Aware Machine Learning for Geosciences and Remote Sensing. IGARSS 2021: 2086-2089 - [i16]Steven Van Vaerenbergh, Adrián Pérez-Suay:
A Classification of Artificial Intelligence Systems for Mathematics Education. CoRR abs/2107.06015 (2021) - 2020
- [j8]José Antonio Padrón-Hidalgo
, Adrián Pérez-Suay, Fatih Nar
, Valero Laparra
, Gustau Camps-Valls
:
Efficient Kernel Cook's Distance for Remote Sensing Anomalous Change Detection. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 13: 5480-5488 (2020) - [c18]Álvaro Moreno-Martínez
, Emma Izquierdo-Verdiguier, Gustau Camps-Valls, Marco P. Maneta, Jordi Muñoz-Marí, Nathaniel P. Robinson, José E. Adsuara, Manuel Campos, F. Javier García-Haro, Adrián Pérez-Suay, Nicholas Clinton, John S. Kimball
, Steven W. Running:
Down-Scaling Modis Vegetation Products with Landsat GAP Filled Surface Reflectance in Google Earth Engine. IGARSS 2020: 2320-2323 - [c17]Adrián Pérez-Suay, José E. Adsuara, María Piles
, Laura Martínez-Ferrer, Emiliano Diaz, Álvaro Moreno-Martínez
, Gustau Camps-Valls:
Interpretability of Recurrent Neural Networks in Remote Sensing. IGARSS 2020: 3991-3994 - [c16]José E. Adsuara, Adrián Pérez-Suay, Álvaro Moreno-Martínez
, Gustau Camps-Valls, Guido Kraemer, Markus Reichstein
, Miguel D. Mahecha:
Discovering Differential Equations from Earth Observation Data. IGARSS 2020: 3999-4002 - [i15]Juan Emmanuel Johnson, Valero Laparra, Adrián Pérez-Suay, Miguel D. Mahecha, Gustau Camps-Valls:
Kernel Methods and their derivatives: Concept and perspectives for the Earth system sciences. CoRR abs/2007.14706 (2020) - [i14]Gustau Camps-Valls, Daniel H. Svendsen, Jordi Cortés-Andrés, Álvaro Moreno-Martínez, Adrián Pérez-Suay, José E. Adsuara, Irene Martín, Maria Piles, Jordi Muñoz-Marí, Luca Martino:
Living in the Physics and Machine Learning Interplay for Earth Observation. CoRR abs/2010.09031 (2020) - [i13]Adrián Pérez-Suay, Julia Amorós-López, Luis Gómez-Chova, Valero Laparra, Jordi Muñoz-Marí, Gustau Camps-Valls:
Randomized kernels for large scale Earth observation applications. CoRR abs/2012.03630 (2020) - [i12]Emiliano Diaz, Adrián Pérez-Suay, Valero Laparra, Gustau Camps-Valls:
Consistent regression of biophysical parameters with kernel methods. CoRR abs/2012.04922 (2020) - [i11]Adrián Pérez-Suay, Gustau Camps-Valls:
Causal Inference in Geoscience and Remote Sensing from Observational Data. CoRR abs/2012.05150 (2020) - [i10]José Antonio Padrón-Hidalgo, Adrián Pérez-Suay, Fatih Nar, Gustau Camps-Valls:
Efficient Nonlinear RX Anomaly Detectors. CoRR abs/2012.05799 (2020) - [i9]José E. Adsuara, Adrián Pérez-Suay, Jordi Muñoz-Marí, Anna Mateo-Sanchis, Maria Piles, Gustau Camps-Valls:
Nonlinear Distribution Regression for Remote Sensing Applications. CoRR abs/2012.06377 (2020) - [i8]Devis Tuia, Benjamin Kellenberger, Adrián Pérez-Suay, Gustau Camps-Valls:
A deep network approach to multitemporal cloud detection. CoRR abs/2012.10393 (2020) - [i7]Anna Mateo-Sanchis, Jordi Muñoz-Marí, Adrián Pérez-Suay, Gustau Camps-Valls:
Warped Gaussian Processes in Remote Sensing Parameter Estimation and Causal Inference. CoRR abs/2012.12105 (2020) - [i6]Adrián Pérez-Suay, Julia Amorós-López, Luis Gómez-Chova, Jordi Muñoz-Marí, Dieter Just, Gustau Camps-Valls:
Pattern Recognition Scheme for Large-Scale Cloud Detection over Landmarks. CoRR abs/2012.12306 (2020) - [i5]José Antonio Padrón-Hidalgo, Adrián Pérez-Suay, Fatih Nar, Gustau Camps-Valls:
Nonlinear Cook distance for Anomalous Change Detection. CoRR abs/2012.12307 (2020) - [i4]Fatih Nar, Adrián Pérez-Suay, José Antonio Padrón, Gustau Camps-Valls:
Randomized RX for target detection. CoRR abs/2012.12308 (2020) - [i3]Adrián Pérez-Suay, Gustau Camps-Valls:
Causal Inference in Geosciences with Kernel Sensitivity Maps. CoRR abs/2012.14303 (2020)
2010 – 2019
- 2019
- [j7]Adrian Perez-Suay
, Gustau Camps-Valls
:
Causal Inference in Geoscience and Remote Sensing From Observational Data. IEEE Trans. Geosci. Remote. Sens. 57(3): 1502-1513 (2019) - [j6]José E. Adsuara
, Adrián Pérez-Suay
, Jordi Muñoz-Marí
, Anna Mateo-Sanchis
, Maria Piles
, Gustau Camps-Valls
:
Nonlinear Distribution Regression for Remote Sensing Applications. IEEE Trans. Geosci. Remote. Sens. 57(12): 10025-10035 (2019) - [c15]Gonzalo Mateo-Garcia, José E. Adsuara, Adrián Pérez-Suay, Luis Gómez-Chova
:
Convolutional Long Short-Term Memory Network for Multitemporal Cloud Detection Over Landmarks. IGARSS 2019: 210-213 - [i2]Zhu Li, Adrian Perez-Suay, Gustau Camps-Valls, Dino Sejdinovic:
Kernel Dependence Regularizers and Gaussian Processes with Applications to Algorithmic Fairness. CoRR abs/1911.04322 (2019) - 2018
- [j5]Adrián Pérez-Suay
, Gustau Camps-Valls
:
Sensitivity maps of the Hilbert-Schmidt independence criterion. Appl. Soft Comput. 70: 1054-1063 (2018) - [j4]Anna Mateo-Sanchis
, Jordi Muñoz-Marí
, Adrian Perez-Suay
, Gustau Camps-Valls
:
Warped Gaussian Processes in Remote Sensing Parameter Estimation and Causal Inference. IEEE Geosci. Remote. Sens. Lett. 15(11): 1647-1651 (2018) - [j3]Adrian Perez-Suay
, Julia Amorós-López, Luis Gómez-Chova
, Jordi Muñoz-Marí
, Dieter Just
, Gustau Camps-Valls
:
Pattern Recognition Scheme for Large-Scale Cloud Detection Over Landmarks. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 11(11): 3977-3987 (2018) - [j2]Pablo Morales-Alvarez
, Adrian Perez-Suay
, Rafael Molina
, Gustau Camps-Valls
:
Remote Sensing Image Classification With Large-Scale Gaussian Processes. IEEE Trans. Geosci. Remote. Sens. 56(2): 1103-1114 (2018) - [c14]Emiliano Diaz, Adrian Perez-Suay
, Valero Laparra
, Gustau Camps-Valls
:
Consistent Regression of Biophysical Parameters with Kernel Methods. IGARSS 2018: 4047-4050 - [c13]Fatih Nar
, Adrian Perez-Suay
, José Antonio Padrón, Gustau Camps-Valls
:
Randomized RX for Target Detection. IGARSS 2018: 4237-4240 - [c12]Devis Tuia, Benjamin Kellenberger, Adrián Pérez-Suay
, Gustau Camps-Valls
:
A Deep Network Approach to Multitemporal Cloud Detection. IGARSS 2018: 4351-4354 - [c11]José Antonio Padrón-Hidalgo, Adrian Perez-Suay
, Fatih Nar
, Gustau Camps-Valls
:
Nonlinear Cook Distance for Anomalous Change Detection. IGARSS 2018: 5025-5028 - 2017
- [c10]Pablo Morales-Alvarez
, Adrian Perez-Suay
, Rafael Molina
, Gustau Camps-Valls
, Aggelos K. Katsaggelos
:
Passive millimeter wave image classification with large scale Gaussian processes. ICIP 2017: 370-374 - [c9]Adrian Perez-Suay
, Gustau Camps-Valls
:
Causal inference in geosciences with kernel sensitivity maps. IGARSS 2017: 763-766 - [c8]Pablo Morales-Alvarez
, Adrian Perez-Suay
, Rafael Molina
, Gustau Camps-Valls
:
Efficient remote sensing image classification with Gaussian processes and Fourier features. IGARSS 2017: 2227-2230 - [c7]Adrián Pérez-Suay
, Valero Laparra
, Gonzalo Mateo-Garcia
, Jordi Muñoz-Marí, Luis Gómez-Chova
, Gustau Camps-Valls
:
Fair Kernel Learning. ECML/PKDD (1) 2017: 339-355 - [i1]Pablo Morales-Alvarez, Adrian Perez-Suay, Rafael Molina, Gustau Camps-Valls:
Remote Sensing Image Classification with Large Scale Gaussian Processes. CoRR abs/1710.00575 (2017) - 2014
- [c6]Adrián Pérez-Suay
, Francesc J. Ferri
, Miguel Arevalillo-Herráez
, Jesús V. Albert:
About Combining Metric Learning and Prototype Generation. S+SSPR 2014: 323-332 - 2013
- [j1]Adrián Pérez-Suay
, Francesc J. Ferri, Miguel Arevalillo-Herráez:
Passive-aggressive online distance metric learning and extensions. Prog. Artif. Intell. 2(1): 85-96 (2013) - [c5]Adrian Perez-Suay
, Francesc J. Ferri
, Miguel Arevalillo-Herráez
, Jesús V. Albert:
Comparative Evaluation of Batch and Online Distance Metric Learning Approaches Based on Margin Maximization. SMC 2013: 3511-3515 - 2012
- [c4]Adrian Perez-Suay
, Francesc J. Ferri
:
Online Metric Learning Methods Using Soft Margins and Least Squares Formulations. SSPR/SPR 2012: 373-381 - 2011
- [c3]Adrian Perez-Suay
, Francesc J. Ferri
, Jesús V. Albert:
An Online Metric Learning Approach through Margin Maximization. IbPRIA 2011: 500-507
2000 – 2009
- 2009
- [c2]Adrian Perez-Suay
, Francesc J. Ferri
, Jesús V. Albert:
A Random Extension for Discriminative Dimensionality Reduction and Metric Learning. IbPRIA 2009: 370-377 - 2008
- [c1]Adrian Perez-Suay
, Francesc J. Ferri
:
Scaling Up a Metric Learning Algorithm for Image Recognition and Representation. ISVC (2) 2008: 592-601
Coauthor Index

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last updated on 2025-03-21 23:58 CET by the dblp team
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