Statistical Learning for Earth Observation Data Analysis.

Publications

The causality for climate competition

Author(s): Runge, Jakob and Tibau, Xavier-Andoni and Bruhns, Matthias and Mu\~noz-Mar\'\i, Jordi and Camps-Valls, Gustau
Published in: NeurIPS 2019 Competition and Demonstration Track, 2020, 2020, ISSN 2640-3498
Publisher: JMLR

Cloud detection machine learning algorithms for PROBA-V

Author(s): Luis Gomez-Chova, Gonzalo Mateo-Garcia, Jordi Munoz-Mari, Gustau Camps-Valls
Published in: 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2017, Page(s) 2251-2254, ISBN 978-1-5090-4951-6
Publisher: IEEE
DOI: 10.1109/igarss.2017.8127437

Automatic emulator and optimized look-up table generation for radiative transfer models

Author(s): Luca Martino, Jorge Vicent, Gustau Camps-Valls
Published in: 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2017, Page(s) 1457-1460, ISBN 978-1-5090-4951-6
Publisher: IEEE
DOI: 10.1109/igarss.2017.8127241

Smap-based retrieval of vegetation opacity and albedo

Author(s): Dara Entekhabi, Alexandra Konings, Maria Piles, Narendra Das
Published in: 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2017, Page(s) 2554-2556, ISBN 978-1-5090-4951-6
Publisher: IEEE
DOI: 10.1109/igarss.2017.8127516

A spatially consistent downscaling approach for SMOS using an adaptive moving window

Author(s): G. Portal, M. Vall-llossera, M. Piles, A. Camps, D. Chaparro, M. Pablos, L. Rossato
Published in: 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2017, Page(s) 4151-4153, ISBN 978-1-5090-4951-6
Publisher: IEEE
DOI: 10.1109/igarss.2017.8127915

Joint Gaussian processes for inverse modeling

Author(s): Daniel Heestermans Svendsen, Luca Martino, Manuel Campos-Taberner, Gustau Camps-Valls
Published in: 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2017, Page(s) 3980-3983, ISBN 978-1-5090-4951-6
Publisher: IEEE
DOI: 10.1109/igarss.2017.8127872

Causal inference in geosciences with kernel sensitivity maps

Author(s): Adrian Perez-Suay, Gustau Camps-Valls
Published in: 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2017, Page(s) 763-766, ISBN 978-1-5090-4951-6
Publisher: IEEE
DOI: 10.1109/igarss.2017.8127064

Remote sensing of vegetation dynamics in agro-ecosystems using smap vegetation optical depth and optical vegetation indices

Author(s): M. Piles, G. Camps-Valls, D. Chaparro, D. Entekhabi, A. G. Konings, T. Jagdhuber
Published in: 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2017, Page(s) 4346-4349, ISBN 978-1-5090-4951-6
Publisher: IEEE
DOI: 10.1109/igarss.2017.8127964

Nonlinear statistical retrieval of surface emissivity from IASI data

Author(s): Valero Laparra, Jordi Munoz-Mari, Luis Gomez-Chova, Xavier Calbet, Gustau Camps-Valls
Published in: 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2017, Page(s) 5450-5453, ISBN 978-1-5090-4951-6
Publisher: IEEE
DOI: 10.1109/igarss.2017.8128237

Estimation of vegetation loss coefficients and canopy penetration depths from smap radiometer and ICESat lidar data

Author(s): M. Baur, T. Jagdhuber, M. Link, M. Piles, D. Entekhabi, A. Fink
Published in: 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2017, Page(s) 2891-2894, ISBN 978-1-5090-4951-6
Publisher: IEEE
DOI: 10.1109/igarss.2017.8127602

Predicting year of plantation with hyperspectral and lidar data

Author(s): Adria Descals, Luis Alonso, Gustau Camps-Valls
Published in: 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2017, Page(s) 1780-1783, ISBN 978-1-5090-4951-6
Publisher: IEEE
DOI: 10.1109/igarss.2017.8127320

Comparison of downscaling techniques for high resolution soil moisture mapping

Author(s): Sabah Sabaghy, Jeffrey Walker, Luigi Renzullo, Ruzbeh Akbar, Steven Chan, Julian Chaubell, Narendra Das, R. Scott Dunbar, Dara Entekhabi, Anouk Gevaert, Thomas Jackson, Olivier Merlin, Mahta Moghaddam, Jinzheng Peng, Jeffrey Piepmeier, Maria Piles, Gerard Portal, Christoph Rudiger, Vivien Stefan, Xiaoling Wu, Nan Ye, Simon Yueh
Published in: 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2017, Page(s) 2523-2526, ISBN 978-1-5090-4951-6
Publisher: IEEE
DOI: 10.1109/igarss.2017.8127508

Convolutional neural networks for multispectral image cloud masking

Author(s): Gonzalo Mateo-Garcia, Luis Gomez-Chova, Gustau Camps-Valls
Published in: 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2017, Page(s) 2255-2258, ISBN 978-1-5090-4951-6
Publisher: IEEE
DOI: 10.1109/igarss.2017.8127438

Preliminary assessment of an integrated SMOS and MODIS application for global agricultural drought monitoring

Author(s): N. Sanchez, A. Gonzalez-Zamora, J. Martinez-Fernandez, M. Piles, M. Pablos, Brian Wardlow, Tsegaye Tadesse, Mark Svoboda
Published in: 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2017, Page(s) 2000-2003, ISBN 978-1-5090-4951-6
Publisher: IEEE
DOI: 10.1109/IGARSS.2017.8127374

Spatial noise-aware temperature retrieval from infrared sounder data

Author(s): David Malmgren-Hansen, Valero Laparra, Allan Aasbjerg Nielsen, Gustau Camps-Valls
Published in: 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2017, Page(s) 17-20, ISBN 978-1-5090-4951-6
Publisher: IEEE
DOI: 10.1109/igarss.2017.8126882

Efficient remote sensing image classification with Gaussian processes and Fourier features

Author(s): Pablo Morales, Adrian Perez-Suay, Rafael Molina, Gustau Camps-Valls
Published in: 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2017, Page(s) 2227-2230, ISBN 978-1-5090-4951-6
Publisher: IEEE
DOI: 10.1109/igarss.2017.8127431

Retrieval of coloured dissolved organic matter with machine learning methods

Author(s): Ana B. Ruescas, Martin Hieronymi, Sampsa Koponen, Kari Kallio, Gustau Camps-Valls
Published in: 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2017, Page(s) 2187-2190, ISBN 978-1-5090-4951-6
Publisher: IEEE
DOI: 10.1109/igarss.2017.8127421

Physics-Aware Gaussian Processes for Earth Observation

Author(s): Gustau Camps-Valls, Daniel H. Svendsen, Luca Martino, Jordi Muñoz-Marí, Valero Laparra, Manuel Campos-Taberner, David Luengo
Published in: Lecture Notes in Computer Science, 2017, Page(s) 205-217, ISBN 978-3-319-59129-2
Publisher: Springer International Publishing
DOI: 10.1007/978-3-319-59129-2_18

Revisiting impacts of MJO on soil moisture: a causality perspective

Author(s): Bueso, Piles, Camps-Valls
Published in: 2019
Publisher: AGU
DOI: 10.1002/essoar.10501866.1

Distributed Particle Metropolis-Hastings Schemes

Author(s): Luca Martino, Victor Elvira, Gustau Camps-Valls
Published in: 2018 IEEE Statistical Signal Processing Workshop (SSP), 2018, Page(s) 553-557, ISBN 978-1-5386-1571-3
Publisher: IEEE
DOI: 10.1109/ssp.2018.8450763

Passive millimeter wave image classification with large scale Gaussian processes

Author(s): Pablo Morales, Adrian Perez-Suay, Rafael Molina, Gustau Camps-Valls, Aggelos K. Katsaggelos
Published in: 2017 IEEE International Conference on Image Processing (ICIP), 2017, Page(s) 370-374, ISBN 978-1-5090-2175-8
Publisher: IEEE
DOI: 10.1109/icip.2017.8296305

Large-scale random features for kernel regression

Author(s): Valero Laparra, Diego Marcos Gonzalez, Devis Tuia, Gustau Camps-Valls
Published in: 2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2015, Page(s) 17-20, ISBN 978-1-4799-7929-5
Publisher: IEEE
DOI: 10.1109/igarss.2015.7325686

Latent force models for earth observation time series prediction

Author(s): David Luengo, Manuel Campos-Taberner, Gustau Camps-Valls
Published in: 2016 IEEE 26th International Workshop on Machine Learning for Signal Processing (MLSP), 2016, Page(s) 1-6, ISBN 978-1-5090-0746-2
Publisher: IEEE
DOI: 10.1109/MLSP.2016.7738844

A Deep Network Approach to Multitemporal Cloud Detection

Author(s): Devis Tuia, Benjamin Kellenberger, Adrian Perez-Suey, Gustau Camps-Valls
Published in: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 4351-4354, ISBN 978-1-5386-7150-4
Publisher: IEEE
DOI: 10.1109/igarss.2018.8517312

Randomized RX for Target Detection

Author(s): Fatih Nar, Adrian Perez-Suay, Jose Antonio Padron, Gustau Camps-Valls
Published in: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 4237-4240, ISBN 978-1-5386-7150-4
Publisher: IEEE
DOI: 10.1109/igarss.2018.8517961

Global Estimation of Soil Moisture Persistence with L and C-Band Microwave Sensors

Author(s): M. Piles, R. van der Schalie, A. Gruber, J. Munoz-Mari, G. Camps-Valls, A. Mateo-Sanchis, W. Dorigo, R. de Jeu
Published in: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 8259-8262, ISBN 978-1-5386-7150-4
Publisher: IEEE
DOI: 10.1109/igarss.2018.8518161

Probabilistic cross-validation estimators for Gaussian process regression

Author(s): Luca Martino, Valero Laparra, Gustau Camps-Valls
Published in: 2017 25th European Signal Processing Conference (EUSIPCO), 2017, Page(s) 823-827, ISBN 978-0-9928626-7-1
Publisher: IEEE
DOI: 10.23919/eusipco.2017.8081322

Interpolation and Gap Filling of Landsat Reflectance Time Series

Author(s): Alvaro Moreno-Martinez, Marco Moneta, Gustau Camps Valls, Luca Martino, Nathaniel Robinson, Brady Allred, Steven W Running
Published in: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 349-352, ISBN 978-1-5386-7150-4
Publisher: IEEE
DOI: 10.1109/igarss.2018.8517503

Recycling Gibbs sampling

Author(s): Luca Martino, Victor Elvira, Gustau Camps-Valls
Published in: 2017 25th European Signal Processing Conference (EUSIPCO), 2017, Page(s) 171-175, ISBN 978-0-9928626-7-1
Publisher: IEEE
DOI: 10.23919/eusipco.2017.8081191

Consistent Regression of Biophysical Parameters with Kernel Methods

Author(s): Emiliano Diaz, Adrian Perez-Suay, Valero Laparra, Gustau Camps-Valls
Published in: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 4047-4050, ISBN 978-1-5386-7150-4
Publisher: IEEE
DOI: 10.1109/igarss.2018.8518504

Retrieval of Case 2 Water Quality Parameters with Machine Learning

Author(s): Ana B. Ruescas, Gonzalo Mateo-Garcia, Gustau Camps-Valls, Martin Hieronymi
Published in: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 124-127, ISBN 978-1-5386-7150-4
Publisher: IEEE
DOI: 10.1109/igarss.2018.8518810

Transfer Learning with Convolutional Networks for Atmospheric Parameter Retrieval

Author(s): David Malmgren-Hansen, Allan Aasbjerg Nielsen, Valero Laparra, Gustau Camps- Valls
Published in: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 2111-2114, ISBN 978-1-5386-7150-4
Publisher: IEEE
DOI: 10.1109/igarss.2018.8518097

Statistical Learning For End-To-End Simulations

Author(s): J. Vicent, J. Verrelst, J.P. Rivera-Caicedo, N. Sabater, J. Munoz-Mari, G. Camps-Valls, J. Moreno
Published in: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 1699-1702, ISBN 978-1-5386-7150-4
Publisher: IEEE
DOI: 10.1109/igarss.2018.8518366

Sparsity-Driven Digital Terrain Model Extraction

Author(s): Fatih Nar, Erdal Yilmaz, Gustau Camps-Valls
Published in: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 1316-1319, ISBN 978-1-5386-7150-4
Publisher: IEEE
DOI: 10.1109/igarss.2018.8517569

Gap Filling of Biophysical Parameter Time Series with Multi-Output Gaussian Processes

Author(s): Anna Mateo-Sanchis, Jordi Munoz-Mari, Manuel Campos-Taberner, Javier Garcia-Haro, Gustau Camps-Valls
Published in: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 4039-4042, ISBN 978-1-5386-7150-4
Publisher: IEEE
DOI: 10.1109/igarss.2018.8519254

Generation of Global Vegetation Products from Eumetsat AVHRR/METOP Satellites

Author(s): Francisco Javier Garcia-Hare, Manuel Campos-Taberner, Beatriz Martinez, Sergio Sanchez-Ruiz, Maria Amparo Gilabert, Gustau Camps-Valls, Jordi Munoz-Mari, Valero Laparra, Fernando Camacho, Jorge Sanchez-Zapero, Beatriz Fuster
Published in: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 1826-1829, ISBN 978-1-5386-7150-4
Publisher: IEEE
DOI: 10.1109/igarss.2018.8518083

Nonlinear Complex PCA for Spatio-Temporal Analysis of Global Soil Moisture

Author(s): Diego Bueso, Maria Piles, Gustau Camps-Valls
Published in: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 5780-5783, ISBN 978-1-5386-7150-4
Publisher: IEEE
DOI: 10.1109/igarss.2018.8518155

Disentangling Derivatives, Uncertainty and Error in Gaussian Process Models

Author(s): Juan Emmanuel Johnson, Valero Laparra, Gustau Camps-Valls
Published in: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 4051-4054, ISBN 978-1-5386-7150-4
Publisher: IEEE
DOI: 10.1109/igarss.2018.8519020

Multioutput Automatic Emulator for Radiative Transfer Models

Author(s): Daniel Heestermans Svendsen, Luca Martino, Jorge Vicent, Gustau Camps-Valls
Published in: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 4019-4022, ISBN 978-1-5386-7150-4
Publisher: IEEE
DOI: 10.1109/igarss.2018.8518195

Adaptive Sequential Interpolator Using Active Learning for Efficient Emulation of Complex Systems

Author(s): Luca Martino, Daniel Heestermans Svendsen, Jorge Vicent, Gustau Camps-Valls
Published in: ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2020, Page(s) 3577-3581, ISBN 978-1-5090-6631-5
Publisher: IEEE
DOI: 10.1109/icassp40776.2020.9053372

Nonlinear Cook Distance for Anomalous Change Detection

Author(s): Jose A. Padron Hidalgo, Adrian Perez-Suay, Fatih Nar, Gustau Camps-Valls
Published in: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 5025-5028, ISBN 978-1-5386-7150-4
Publisher: IEEE
DOI: 10.1109/igarss.2018.8517369

Particle Group Metropolis Methods for Tracking the Leaf Area Index

Author(s): Luca Martino, Victor Elvira, Gustau Camps-Valls
Published in: ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2020, Page(s) 5865-5869, ISBN 978-1-5090-6631-5
Publisher: IEEE
DOI: 10.1109/icassp40776.2020.9053962

Deep Gaussian Processes for Geophysical Parameter Retrieval

Author(s): Daniel Heestermans Svendsen, Pablo Morales-Alvarez, Rafael Molina, Gustau Camps-Valls
Published in: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 6175-6178, ISBN 978-1-5386-7150-4
Publisher: IEEE
DOI: 10.1109/igarss.2018.8517647

Group metropolis sampling

Author(s): Luca Martino, Victor Elvira, Gustau Camps-Valls
Published in: 2017 25th European Signal Processing Conference (EUSIPCO), 2017, Page(s) 201-205, ISBN 978-0-9928626-7-1
Publisher: IEEE
DOI: 10.23919/eusipco.2017.8081197

Scaling carbon fluxes from eddy covariance sites to globe: synthesis and evaluation of the FLUXCOM approach

Author(s): Martin Jung, Christopher Schwalm, Mirco Migliavacca, Sophia Walther, Gustau Camps-Valls, Sujan Koirala, Peter Anthoni, Simon Besnard, Paul Bodesheim, Nuno Carvalhais, Frédéric Chevallier, Fabian Gans, Daniel S. Goll, Vanessa Haverd, Philipp Köhler, Kazuhito Ichii, Atul K. Jain, Junzhi Liu, Danica Lombardozzi, Julia E. M. S. Nabel, Jacob A. Nelson, Michael O'Sullivan, Martijn Pallandt, Dario Pap
Published in: Biogeosciences, Issue 17/5, 2020, Page(s) 1343-1365, ISSN 1726-4189
Publisher: Copernicus
DOI: 10.5194/bg-17-1343-2020

Multispectral high resolution sensor fusion for smoothing and gap-filling in the cloud

Author(s): Álvaro Moreno-Martínez, Emma Izquierdo-Verdiguier, Marco P. Maneta, Gustau Camps-Valls, Nathaniel Robinson, Jordi Muñoz-Marí, Fernando Sedano, Nicholas Clinton, Steven W. Running
Published in: Remote Sensing of Environment, Issue 247, 2020, Page(s) 111901, ISSN 0034-4257
Publisher: Elsevier BV
DOI: 10.1016/j.rse.2020.111901

Gaussian processes retrieval of LAI from Sentinel-2 top-of-atmosphere radiance data

Author(s): José Estévez, Jorge Vicent, Juan Pablo Rivera-Caicedo, Pablo Morcillo-Pallarés, Francesco Vuolo, Neus Sabater, Gustau Camps-Valls, José Moreno, Jochem Verrelst
Published in: ISPRS Journal of Photogrammetry and Remote Sensing, Issue 167, 2020, Page(s) 289-304, ISSN 0924-2716
Publisher: Elsevier BV
DOI: 10.1016/j.isprsjprs.2020.07.004

Retrieval of aboveground crop nitrogen content with a hybrid machine learning method

Author(s): Katja Berger, Jochem Verrelst, Jean-Baptiste Féret, Tobias Hank, Matthias Wocher, Wolfram Mauser, Gustau Camps-Valls
Published in: International Journal of Applied Earth Observation and Geoinformation, Issue 92, 2020, Page(s) 102174, ISSN 0303-2434
Publisher: International Institute for Aerial Survey and Earth Sciences
DOI: 10.1016/j.jag.2020.102174

Kernel methods and their derivatives: Concept and perspectives for the earth system sciences

Author(s): J. Emmanuel Johnson, Valero Laparra, Adrián Pérez-Suay, Miguel D. Mahecha, Gustau Camps-Valls
Published in: PLOS ONE, Issue 15/10, 2020, Page(s) e0235885, ISSN 1932-6203
Publisher: Public Library of Science
DOI: 10.1371/journal.pone.0235885

Partitioning net carbon dioxide fluxes into photosynthesis and respiration using neural networks

Author(s): Gianluca Tramontana, Mirco Migliavacca, Martin Jung, Markus Reichstein, Trevor F. Keenan, Gustau Camps‐Valls, Jerome Ogee, Jochem Verrelst, Dario Papale
Published in: Global Change Biology, Issue 26/9, 2020, Page(s) 5235-5253, ISSN 1354-1013
Publisher: Blackwell Publishing Inc.
DOI: 10.1111/gcb.15203

Machine learning information fusion in Earth observation: A comprehensive review of methods, applications and data sources

Author(s): S. Salcedo-Sanz, P. Ghamisi, M. Piles, M. Werner, L. Cuadra, A. Moreno-Martínez, E. Izquierdo-Verdiguier, J. Muñoz-Marí, Amirhosein Mosavi, G. Camps-Valls
Published in: Information Fusion, Issue 63, 2020, Page(s) 256-272, ISSN 1566-2535
Publisher: Elsevier BV
DOI: 10.1016/j.inffus.2020.07.004

Crop Yield Estimation and Interpretability With Gaussian Processes

Author(s): Laura Martinez-Ferrer, Maria Piles, Gustau Camps-Valls
Published in: IEEE Geoscience and Remote Sensing Letters, 2020, Page(s) 1-5, ISSN 1545-598X
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/lgrs.2020.3016140

Deep Gaussian processes for biogeophysical parameter retrieval and model inversion

Author(s): Daniel Heestermans Svendsen, Pablo Morales-Álvarez, Ana Belen Ruescas, Rafael Molina, Gustau Camps-Valls
Published in: ISPRS Journal of Photogrammetry and Remote Sensing, Issue 166, 2020, Page(s) 68-81, ISSN 0924-2716
Publisher: Elsevier BV
DOI: 10.1016/j.isprsjprs.2020.04.014

The Recycling Gibbs sampler for efficient learning

Author(s): Luca Martino, Víctor Elvira, Gustau Camps-Valls
Published in: Digital Signal Processing, Issue 74, 2018, Page(s) 1-13, ISSN 1051-2004
Publisher: Academic Press
DOI: 10.1016/j.dsp.2017.11.012

Assessing the relationship between microwave vegetation optical depth and gross primary production

Author(s): Irene E. Teubner, Matthias Forkel, Martin Jung, Yi Y. Liu, Diego G. Miralles, Robert Parinussa, Robin van der Schalie, Mariette Vreugdenhil, Christopher R. Schwalm, Gianluca Tramontana, Gustau Camps-Valls, Wouter A. Dorigo
Published in: International Journal of Applied Earth Observation and Geoinformation, Issue 65, 2018, Page(s) 79-91, ISSN 0303-2434
Publisher: International Institute for Aerial Survey and Earth Sciences
DOI: 10.1016/j.jag.2017.10.006

A review of multiple try MCMC algorithms for signal processing

Author(s): Luca Martino
Published in: Digital Signal Processing, Issue 75, 2018, Page(s) 134-152, ISSN 1051-2004
Publisher: Academic Press
DOI: 10.1016/j.dsp.2018.01.004

Derivation of global vegetation biophysical parameters from EUMETSAT Polar System

Author(s): Francisco Javier García-Haro, Manuel Campos-Taberner, Jordi Muñoz-Marí, Valero Laparra, Fernando Camacho, Jorge Sánchez-Zapero, Gustau Camps-Valls
Published in: ISPRS Journal of Photogrammetry and Remote Sensing, Issue 139, 2018, Page(s) 57-74, ISSN 0924-2716
Publisher: Elsevier BV
DOI: 10.1016/j.isprsjprs.2018.03.005

Remote Sensing Image Classification With Large-Scale Gaussian Processes

Author(s): Pablo Morales-Alvarez, Adrian Perez-Suay, Rafael Molina, Gustau Camps-Valls
Published in: IEEE Transactions on Geoscience and Remote Sensing, Issue 56/2, 2018, Page(s) 1103-1114, ISSN 0196-2892
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/TGRS.2017.2758922

Nonlinear Time-Series Adaptation for Land Cover Classification

Author(s): Adeline Bailly, Laetitia Chapel, Romain Tavenard, Gustau Camps-Valls
Published in: IEEE Geoscience and Remote Sensing Letters, Issue 14/6, 2017, Page(s) 896-900, ISSN 1545-598X
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/LGRS.2017.2686639

Joint Gaussian Processes for Biophysical Parameter Retrieval

Author(s): Daniel Heestermans Svendsen, Luca Martino, Manuel Campos-Taberner, Francisco Javier Garcia-Haro, Gustau Camps-Valls
Published in: IEEE Transactions on Geoscience and Remote Sensing, Issue 56/3, 2018, Page(s) 1718-1727, ISSN 0196-2892
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/TGRS.2017.2767205

Processing of Extremely High-Resolution LiDAR and RGB Data: Outcome of the 2015 IEEE GRSS Data Fusion Contest–Part A: 2-D Contest

Author(s): Manuel Campos-Taberner, Adriana Romero-Soriano, Carlo Gatta, Gustau Camps-Valls, Adrien Lagrange, Bertrand Le Saux, Anne Beaupere, Alexandre Boulch, Adrien Chan-Hon-Tong, Stephane Herbin, Hicham Randrianarivo, Marin Ferecatu, Michal Shimoni, Gabriele Moser, Devis Tuia
Published in: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Issue 9/12, 2016, Page(s) 5547-5559, ISSN 1939-1404
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/JSTARS.2016.2569162

SCOPE-Based Emulators for Fast Generation of Synthetic Canopy Reflectance and Sun-Induced Fluorescence Spectra

Author(s): Jochem Verrelst, Juan Rivera Caicedo, Jordi Muñoz-Marí, Gustau Camps-Valls, José Moreno
Published in: Remote Sensing, Issue 9/9, 2017, Page(s) 927, ISSN 2072-4292
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/rs9090927

Machine Learning Regression Approaches for Colored Dissolved Organic Matter (CDOM) Retrieval with S2-MSI and S3-OLCI Simulated Data

Author(s): Ana Ruescas, Martin Hieronymi, Gonzalo Mateo-Garcia, Sampsa Koponen, Kari Kallio, Gustau Camps-Valls
Published in: Remote Sensing, Issue 10/5, 2018, Page(s) 786, ISSN 2072-4292
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/rs10050786

A Critical Comparison of Remote Sensing Leaf Area Index Estimates over Rice-Cultivated Areas: From Sentinel-2 and Landsat-7/8 to MODIS, GEOV1 and EUMETSAT Polar System

Author(s): Manuel Campos-Taberner, Francisco García-Haro, Lorenzo Busetto, Luigi Ranghetti, Beatriz Martínez, María Amparo Gilabert, Gustau Camps-Valls, Fernando Camacho, Mirco Boschetti
Published in: Remote Sensing, Issue 10/5, 2018, Page(s) 763, ISSN 2072-4292
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/rs10050763

Parsimonious adaptive rejection sampling

Author(s): L. Martino
Published in: Electronics Letters, Issue 53/16, 2017, Page(s) 1115-1117, ISSN 0013-5194
Publisher: Institute of Electrical Engineers
DOI: 10.1049/el.2017.1711

Spectral Band Selection for Vegetation Properties Retrieval using Gaussian Processes Regression

Author(s): Jochem Verrelst, Juan Pablo Rivera, Anatoly Gitelson, Jesus Delegido, José Moreno and Camps-Valls, G.
Published in: International Journal of Applied Earth Observation and Geoinformation, Issue 52, 2016, Page(s) 554–567, ISSN 0303-2434
Publisher: International Institute for Aerial Survey and Earth Sciences
DOI: 10.1016/j.jag.2016.07.016

Active learning methods for efficient hybrid biophysical variable retrieval

Author(s): Verrelst, J. and Dethier, S. and Rivera, J.P. and Muñoz-Marí, J. and Camps-Valls, G. and Moreno, J.
Published in: IEEE Geoscience and Remote Sensing Letters, Issue 13-7, 2016, Page(s) 1012-1016, ISSN 1558-0571
Publisher: IEEE
DOI: 10.1109/LGRS.2016.2560799

Emulation of Leaf, Canopy and Atmosphere Radiative Transfer Models for Fast Global Sensitivity Analysis

Author(s): Verrelst, Jochem and Sabater, Neus and Rivera, Juan Pablo and Munoz-Mari, Jordi and Vicent, Jorge and Camps-Valls, Gustau and Moreno, José
Published in: Remote Sensing, Issue 8-8, 2016, Page(s) 673, ISSN 2072-4292
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/rs8080673

Multi-temporal and Multi-source Remote Sensing Image Classification by Nonlinear Relative Normalization

Author(s): Tuia, D. and Marcos, D. and Camps-Valls, G.
Published in: ISPRS Journal of Photogrammetry and Remote Sensing, Issue 120, 2016, Page(s) 1-12, ISSN 0924-2716
Publisher: Elsevier BV
DOI: 10.1016/j.isprsjprs.2016.07.004

Compensatory water effects link yearly global land CO2 sink changes to temperature

Author(s): Martin Jung, Markus Reichstein, Christopher R. Schwalm, Chris Huntingford, Stephen Sitch, Anders Ahlström, Almut Arneth, Gustau Camps-Valls, Philippe Ciais, Pierre Friedlingstein, Fabian Gans, Kazuhito Ichii, Atul K. Jain, Etsushi Kato, Dario Papale, Ben Poulter, Botond Raduly, Christian Rödenbeck, Gianluca Tramontana, Nicolas Viovy, Ying-Ping Wang, Ulrich Weber, Sönke Zaehle, Ning Zeng
Published in: Nature, Issue 541/7638, 2017, Page(s) 516-520, ISSN 0028-0836
Publisher: Nature Publishing Group
DOI: 10.1038/nature20780

Predicting carbon dioxide and energy fluxes across global FLUXNET sites with regression algorithms

Author(s): Tramontana, G. and Jung, M. and Camps-Valls, G. and Ichii, K. and Raduly, B. and Reichstein, M. and Schwalm, C. R. and Arain, M. A. and Cescatti, A. and Kiely, G. and Merbold, L. and Serrano-Ortiz, P. and Sickert, S. and Wolf, S. and Papale, D. http://isp.uv.es/papers/Tramontana16bg.pdf
Published in: Biogeosciences Discussions, Issue 13, 2016, Page(s) 4291-4313, ISSN 1726-4189
Publisher: EGU
DOI: 10.5194/bg-2015-661

Gaussian Process Sensitivity Analysis for Oceanic Chlorophyll Estimation

Author(s): Blix, K. and Jenssen, R. and Camps-Valls, Gustau
Published in: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Issue 99, 2017, Page(s) 1-13, ISSN 2151-1535
Publisher: IEEE
DOI: 10.1109/JSTARS.2016.2641583

Kernel spectral angle mapper

Author(s): G. Camps-Valls
Published in: Electronics Letters, Issue 52/14, 2016, Page(s) 1218-1220, ISSN 0013-5194
Publisher: Institute of Electrical Engineers
DOI: 10.1049/el.2016.0661

Optimized Kernel Entropy Components

Author(s): Izquierdo-Verdiguier, E. and Laparra, V. and Jenssen, R and Gómez-Chova, L. and Camps-Valls, G.
Published in: IEEE Transactions on Neural Networks and Learning Systems, Issue 99, 2016, Page(s) 1-7, ISSN 2162-237X
Publisher: IEEE Computational Intelligence Society
DOI: 10.1109/TNNLS.2016.2530403

Multitemporal and multiresolution leaf area index retrieval for operational local rice crop monitoring

Author(s): Manuel Campos-Taberner and Francisco Javier García-Haro and Gustau Camps-Valls and Gonçal Grau-Muedra and Francesco Nutini and Alberto Crema and Mirco Boschetti
Published in: Remote Sensing of Environment, Issue 187, 2016, Page(s) 102-118, ISSN 0034-4257
Publisher: Elsevier BV
DOI: 10.1016/j.rse.2016.10.009

Exploitation of SAR and optical Sentinel data to detect rice crop and estimate seasonal dynamics of leaf area index

Author(s): Manuel Campos-Taberner, M. and Garcia-Haro, F.J and Camps-Valls, G. and Grau-Muedra, G. and Nutini, F. and Busetto, L. and Katsantonis, D. and Stavrakoudis, D. and Minakou, C. and Gatti, L. and Barbieri, M. and Holecz, F. and Stroppiana, D. and Boschetti, M.
Published in: Remote Sensing, Issue 9-3, 2017, Page(s) 248, ISSN 2072-4292
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/rs9030248

An Optical Classification Tool for Global Lake Waters

Author(s): Marieke Eleveld, Ana Ruescas, Annelies Hommersom, Timothy Moore, Steef Peters, Carsten Brockmann
Published in: Remote Sensing, Issue 9/5, 2017, Page(s) 420, ISSN 2072-4292
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/rs9050420

Kernel Manifold Alignment for Domain Adaptation

Author(s): Devis Tuia, Gustau Camps-Valls
Published in: PLOS ONE, Issue 11/2, 2016, Page(s) e0148655, ISSN 1932-6203
Publisher: Public Library of Science
DOI: 10.1371/journal.pone.0148655

Sensitivity Maps of the Hilbert-Schmidt Independence Criterion

Author(s): Adrián Pérez-Suay, Gustau Camps-Valls
Published in: Applied Soft Computing, 2017, ISSN 1568-4946
Publisher: Elsevier BV
DOI: 10.1016/j.asoc.2017.04.024

Global distribution of groundwater-vegetation spatial covariation

Author(s): Sujan Koirala, Martin Jung, Markus Reichstein, Inge E. M. de Graaf, Gustau Camps-Valls, Kazuhito Ichii, Dario Papale, Botond Ráduly, Christopher R. Schwalm, Gianluca Tramontana, Nuno Carvalhais
Published in: Geophysical Research Letters, 2017, ISSN 0094-8276
Publisher: American Geophysical Union
DOI: 10.1002/2017GL072885

Randomized kernels for large scale Earth observation applications

Author(s): Adrián Pérez-Suay, Julia Amorós-López, Luis Gómez-Chova, Valero Laparra, Jordi Muñoz-Marí, Gustau Camps-Valls
Published in: Remote Sensing of Environment, 2017, ISSN 0034-4257
Publisher: Elsevier BV
DOI: 10.1016/j.rse.2017.02.009

Accounting for Input Noise in Gaussian Process Parameter Retrieval

Author(s): Juan Emmanuel Johnson, Valero Laparra, Gustau Camps-Valls
Published in: IEEE Geoscience and Remote Sensing Letters, Issue 17/3, 2020, Page(s) 391-395, ISSN 1545-598X
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/lgrs.2019.2921476

Efficient Nonlinear RX Anomaly Detectors

Author(s): Jose A. Padron Hidalgo, Adrian Perez-Suay, Fatih Nar, Gustau Camps-Valls
Published in: IEEE Geoscience and Remote Sensing Letters, Issue 2020, 2020, Page(s) 1-5, ISSN 1545-598X
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/lgrs.2020.2970582

Kernel Anomalous Change Detection for Remote Sensing Imagery

Author(s): Jose A. Padron-Hidalgo, Valero Laparra, Nathan Longbotham, Gustau Camps-Valls
Published in: IEEE Transactions on Geoscience and Remote Sensing, Issue 57/10, 2019, Page(s) 7743-7755, ISSN 0196-2892
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tgrs.2019.2916212

Nonlinear PCA for Spatio-Temporal Analysis of Earth Observation Data

Author(s): Diego Bueso, Maria Piles, Gustau Camps-Valls
Published in: IEEE Transactions on Geoscience and Remote Sensing, 2020, Page(s) 1-12, ISSN 0196-2892
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tgrs.2020.2969813

Nonlinear Distribution Regression for Remote Sensing Applications

Author(s): Jose E. Adsuara, Adrian Perez-Suay, Jordi Munoz-Mari, Anna Mateo-Sanchis, Maria Piles, Gustau Camps-Valls
Published in: IEEE Transactions on Geoscience and Remote Sensing, Issue 57/12, 2019, Page(s) 10025-10035, ISSN 0196-2892
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tgrs.2019.2931085

Gradient-Based Automatic Lookup Table Generator for Radiative Transfer Models

Author(s): Jorge Vicent Servera, Luis Alonso, Luca Martino, Neus Sabater, Jochem Verrelst, Gustau Camps-Valls, Jose Moreno
Published in: IEEE Transactions on Geoscience and Remote Sensing, Issue 57/2, 2019, Page(s) 1040-1048, ISSN 0196-2892
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tgrs.2018.2864517

Warped Gaussian Processes in Remote Sensing Parameter Estimation and Causal Inference

Author(s): Anna Mateo-Sanchis, Jordi Munoz-Mari, Adrian Perez-Suay, Gustau Camps-Valls
Published in: IEEE Geoscience and Remote Sensing Letters, Issue 15/11, 2018, Page(s) 1647-1651, ISSN 1545-598X
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/lgrs.2018.2853760

Satellite Observations of the Contrasting Response of Trees and Grasses to Variations in Water Availability

Author(s): Sophia Walther, Gregory Duveiller, Martin Jung, Luis Guanter, Alessandro Cescatti, Gustau Camps‐Valls
Published in: Geophysical Research Letters, Issue 46/3, 2019, Page(s) 1429-1440, ISSN 0094-8276
Publisher: American Geophysical Union
DOI: 10.1029/2018gl080535

Activities of the IEEE GRSS Spain Chapter [Chapters]

Author(s): Javier Marcello, Maria Piles, Gustau Camps-Valls, Carlos Lopez-Martinez, Jose Luis Alvarez-Perez, Antonio Plaza
Published in: IEEE Geoscience and Remote Sensing Magazine, Issue 7/2, 2019, Page(s) 177-180, ISSN 2168-6831
Publisher: IEEE Geosciene and Remote Sensing Society
DOI: 10.1109/mgrs.2019.2911368

Causal Inference in Geoscience and Remote Sensing From Observational Data

Author(s): Adrian Perez-Suay, Gustau Camps-Valls
Published in: IEEE Transactions on Geoscience and Remote Sensing, Issue 57/3, 2019, Page(s) 1502-1513, ISSN 0196-2892
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tgrs.2018.2867002

Emulation as an Accurate Alternative to Interpolation in Sampling Radiative Transfer Codes

Author(s): Jorge Vicent, Jochem Verrelst, Juan Pablo Rivera-Caicedo, Neus Sabater, Jordi Munoz-Mari, Gustau Camps-Valls, Jose Moreno
Published in: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Issue 11/12, 2018, Page(s) 4918-4931, ISSN 1939-1404
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/jstars.2018.2875330

Global Estimation of Biophysical Variables from Google Earth Engine Platform

Author(s): Manuel Campos-Taberner, Álvaro Moreno-Martínez, Francisco García-Haro, Gustau Camps-Valls, Nathaniel Robinson, Jens Kattge, Steven Running
Published in: Remote Sensing, Issue 10/8, 2018, Page(s) 1167, ISSN 2072-4292
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/rs10081167

Multitemporal Cloud Masking in the Google Earth Engine

Author(s): Gonzalo Mateo-García, Luis Gómez-Chova, Julia Amorós-López, Jordi Muñoz-Marí, Gustau Camps-Valls
Published in: Remote Sensing, Issue 10/7, 2018, Page(s) 1079, ISSN 2072-4292
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/rs10071079

A methodology to derive global maps of leaf traits using remote sensing and climate data

Author(s): Álvaro Moreno-Martínez, Gustau Camps-Valls, Jens Kattge, Nathaniel Robinson, Markus Reichstein, Peter van Bodegom, Koen Kramer, J. Hans C. Cornelissen, Peter Reich, Michael Bahn, Ülo Niinemets, Josep Peñuelas, Joseph M. Craine, Bruno E.L. Cerabolini, Vanessa Minden, Daniel C. Laughlin, Lawren Sack, Brady Allred, Christopher Baraloto, Chaeho Byun, Nadejda A. Soudzilovskaia, Steve W. Running
Published in: Remote Sensing of Environment, Issue 218, 2018, Page(s) 69-88, ISSN 0034-4257
Publisher: Elsevier BV
DOI: 10.1016/j.rse.2018.09.006

Pattern Recognition Scheme for Large-Scale Cloud Detection Over Landmarks

Author(s): Adrian Perez-Suay, Julia Amoros-Lopez, Luis Gomez-Chova, Jordi Munoz-Mari, Dieter Just, Gustau Camps-Valls
Published in: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Issue 11/11, 2018, Page(s) 3977-3987, ISSN 1939-1404
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/jstars.2018.2863383

Physics-aware Gaussian processes in remote sensing

Author(s): Gustau Camps-Valls, Luca Martino, Daniel H. Svendsen, Manuel Campos-Taberner, Jordi Muñoz-Marí, Valero Laparra, David Luengo, Francisco Javier García-Haro
Published in: Applied Soft Computing, Issue 68, 2018, Page(s) 69-82, ISSN 1568-4946
Publisher: Elsevier BV
DOI: 10.1016/j.asoc.2018.03.021

Group Importance Sampling for particle filtering and MCMC

Author(s): Luca Martino, Víctor Elvira, Gustau Camps-Valls
Published in: Digital Signal Processing, Issue 82, 2018, Page(s) 133-151, ISSN 1051-2004
Publisher: Academic Press
DOI: 10.1016/j.dsp.2018.07.007

Signal-to-noise ratio in reproducing kernel Hilbert spaces

Author(s): Luis Gómez-Chova, Raúl Santos-Rodríguez, Gustau Camps-Valls
Published in: Pattern Recognition Letters, Issue 112, 2018, Page(s) 75-82, ISSN 0167-8655
Publisher: Elsevier BV
DOI: 10.1016/j.patrec.2018.06.004

Quantifying Vegetation Biophysical Variables from Imaging Spectroscopy Data: A Review on Retrieval Methods

Author(s): Jochem Verrelst, Zbyněk Malenovský, Christiaan Van der Tol, Gustau Camps-Valls, Jean-Philippe Gastellu-Etchegorry, Philip Lewis, Peter North, Jose Moreno
Published in: Surveys in Geophysics, Issue 40/3, 2019, Page(s) 589-629, ISSN 0169-3298
Publisher: Kluwer Academic Publishers
DOI: 10.1007/s10712-018-9478-y

Mapping Leaf Area Index With a Smartphone and Gaussian Processes

Author(s): Manuel Campos-Taberner, Franciso Javier Garcia-Haro, Alvaro Moreno, Maria Amparo Gilabert, Sergio Sanchez-Ruiz, Beatriz Martinez, Gustau Camps-Valls
Published in: IEEE Geoscience and Remote Sensing Letters, Issue 12/12, 2015, Page(s) 2501-2505, ISSN 1545-598X
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/lgrs.2015.2488682

A Survey on Gaussian Processes for Earth-Observation Data Analysis: A Comprehensive Investigation

Author(s): Gustau Camps-Valls, Jochem Verrelst, Jordi Munoz-Mari, Valero Laparra, Fernando Mateo-Jimenez, Jose Gomez-Dans
Published in: IEEE Geoscience and Remote Sensing Magazine, Issue 4/2, 2016, Page(s) 58-78, ISSN 2168-6831
Publisher: IEEE Geosciene and Remote Sensing Society
DOI: 10.1109/mgrs.2015.2510084

Improved Statistically Based Retrievals via Spatial-Spectral Data Compression for IASI Data

Author(s): Joaquin Garcia-Sobrino, Valero Laparra, Joan Serra-Sagrista, Xavier Calbet, Gustau Camps-Valls
Published in: IEEE Transactions on Geoscience and Remote Sensing, Issue 57/8, 2019, Page(s) 5651-5668, ISSN 0196-2892
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/TGRS.2019.2901396

Statistical Atmospheric Parameter Retrieval Largely Benefits From Spatial–Spectral Image Compression

Author(s): Joaquin Garcia-Sobrino, Joan Serra-Sagrista, Valero Laparra, Xavier Calbet, Gustau Camps-Valls
Published in: IEEE Transactions on Geoscience and Remote Sensing, Issue 55/4, 2017, Page(s) 2213-2224, ISSN 0196-2892
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tgrs.2016.2639099

Deep learning and process understanding for data-driven Earth system science

Author(s): Markus Reichstein, Gustau Camps-Valls, Bjorn Stevens, Martin Jung, Joachim Denzler, Nuno Carvalhais, Prabhat
Published in: Nature, Issue 566/7743, 2019, Page(s) 195-204, ISSN 0028-0836
Publisher: Nature Publishing Group
DOI: 10.1038/s41586-019-0912-1

Fusing optical and SAR time series for LAI gap filling with multioutput Gaussian processes

Author(s): Luca Pipia, Jordi Muñoz-Marí, Eatidal Amin, Santiago Belda, Gustau Camps-Valls, Jochem Verrelst
Published in: Remote Sensing of Environment, Issue 235, 2019, Page(s) 111452, ISSN 0034-4257
Publisher: Elsevier BV
DOI: 10.1016/j.rse.2019.111452

Synergistic integration of optical and microwave satellite data for crop yield estimation

Author(s): Anna Mateo-Sanchis, Maria Piles, Jordi Muñoz-Marí, Jose E. Adsuara, Adrián Pérez-Suay, Gustau Camps-Valls
Published in: Remote Sensing of Environment, Issue 234, 2019, Page(s) 111460, ISSN 0034-4257
Publisher: Elsevier BV
DOI: 10.1016/j.rse.2019.111460

The FLUXCOM ensemble of global land-atmosphere energy fluxes

Author(s): Martin Jung, Sujan Koirala, Ulrich Weber, Kazuhito Ichii, Fabian Gans, Gustau Camps-Valls, Dario Papale, Christopher Schwalm, Gianluca Tramontana, Markus Reichstein
Published in: Scientific Data, Issue 6/1, 2019, ISSN 2052-4463
Publisher: Nature
DOI: 10.1038/s41597-019-0076-8

A perspective on Gaussian processes for Earth observation

Author(s): Gustau Camps-Valls, Dino Sejdinovic, Jakob Runge, Markus Reichstein
Published in: National Science Review, Issue 6/4, 2019, Page(s) 616-618, ISSN 2095-5138
Publisher: Oxford press
DOI: 10.1093/nsr/nwz028

Inferring causation from time series in Earth system sciences

Author(s): Jakob Runge, Sebastian Bathiany, Erik Bollt, Gustau Camps-Valls, Dim Coumou, Ethan Deyle, Clark Glymour, Marlene Kretschmer, Miguel D. Mahecha, Jordi Muñoz-Marí, Egbert H. van Nes, Jonas Peters, Rick Quax, Markus Reichstein, Marten Scheffer, Bernhard Schölkopf, Peter Spirtes, George Sugihara, Jie Sun, Kun Zhang, Jakob Zscheischler
Published in: Nature Communications, Issue 10/1, 2019, ISSN 2041-1723
Publisher: Nature Publishing Group
DOI: 10.1038/s41467-019-10105-3

A carbon sink-driven approach to estimate gross primary production from microwave satellite observations

Author(s): Irene E. Teubner, Matthias Forkel, Gustau Camps-Valls, Martin Jung, Diego G. Miralles, Gianluca Tramontana, Robin van der Schalie, Mariette Vreugdenhil, Leander Mösinger, Wouter A. Dorigo
Published in: Remote Sensing of Environment, Issue 229, 2019, Page(s) 100-113, ISSN 0034-4257
Publisher: Elsevier BV
DOI: 10.1016/j.rse.2019.04.022

Estimating crop primary productivity with Sentinel-2 and Landsat 8 using machine learning methods trained with radiative transfer simulations

Author(s): Aleksandra Wolanin, Gustau Camps-Valls, Luis Gómez-Chova, Gonzalo Mateo-García, Christiaan van der Tol, Yongguang Zhang, Luis Guanter
Published in: Remote Sensing of Environment, Issue 225, 2019, Page(s) 441-457, ISSN 0034-4257
Publisher: Elsevier BV
DOI: 10.1016/j.rse.2019.03.002

Estimating and understanding crop yields with explainable deep learning in the Indian Wheat Belt

Author(s): Aleksandra Wolanin, Gonzalo Mateo-García, Gustau Camps-Valls, Luis Gómez-Chova, Michele Meroni, Gregory Duveiller, You Liangzhi, Luis Guanter
Published in: Environmental Research Letters, Issue 15/2, 2020, Page(s) 024019, ISSN 1748-9326
Publisher: Institute of Physics Publishing
DOI: 10.1088/1748-9326/ab68ac

A global canopy water content product from AVHRR/Metop

Author(s): Francisco Javier García-Haro, Manuel Campos-Taberner, Álvaro Moreno, Håkan Torbern Tagesson, Fernando Camacho, Beatriz Martínez, Sergio Sánchez, María Piles, Gustau Camps-Valls, Marta Yebra, María Amparo Gilabert
Published in: ISPRS Journal of Photogrammetry and Remote Sensing, Issue 162, 2020, Page(s) 77-93, ISSN 0924-2716
Publisher: Elsevier BV
DOI: 10.1016/j.isprsjprs.2020.02.007

Active emulation of computer codes with Gaussian processes – Application to remote sensing

Author(s): Daniel Heestermans Svendsen, Luca Martino, Gustau Camps-Valls
Published in: Pattern Recognition, Issue 100, 2020, Page(s) 107103, ISSN 0031-3203
Publisher: Pergamon Press
DOI: 10.1016/j.patcog.2019.107103

Earth system data cubes unravel global multivariate dynamics

Author(s): Miguel D. Mahecha, Fabian Gans, Gunnar Brandt, Rune Christiansen, Sarah E. Cornell, Normann Fomferra, Guido Kraemer, Jonas Peters, Paul Bodesheim, Gustau Camps-Valls, Jonathan F. Donges, Wouter Dorigo, Lina M. Estupinan-Suarez, Victor H. Gutierrez-Velez, Martin Gutwin, Martin Jung, Maria C. Londoño, Diego G. Miralles, Phillip Papastefanou, Markus Reichstein
Published in: Earth System Dynamics, Issue 11/1, 2020, Page(s) 201-234, ISSN 2190-4987
Publisher: EGU
DOI: 10.5194/esd-11-201-2020

Summarizing the state of the terrestrial biosphere in few dimensions

Author(s): Guido Kraemer, Gustau Camps-Valls, Markus Reichstein, Miguel D. Mahecha
Published in: Biogeosciences, Issue 17/9, 2020, Page(s) 2397-2424, ISSN 1726-4189
Publisher: EGU
DOI: 10.5194/bg-17-2397-2020

Explicit Granger causality in kernel Hilbert spaces

Author(s): Diego Bueso, Maria Piles, and Gustau Camps-Valls
Published in: Physical Review E, 2020, ISSN 2470-0045
Publisher: American Physical Society

Understanding deep learning in land use classification based on Sentinel-2 time series

Author(s): Manuel Campos-Taberner, Francisco Javier García-Haro, Beatriz Martínez, Emma Izquierdo-Verdiguier, Clement Atzberger, Gustau Camps-Valls, María Amparo Gilabert
Published in: Scientific Reports, Issue 10/1, 2020, ISSN 2045-2322
Publisher: Nature Publishing Group
DOI: 10.1038/s41598-020-74215-5

Efficient Kernel Cook's Distance for Remote Sensing Anomalous Change Detection

Author(s): Jose Antonio Padron-Hidalgo, Adrian Perez-Suay, Fatih Nar, Valero Laparra, Gustau Camps-Valls
Published in: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Issue 13, 2020, Page(s) 5480-5488, ISSN 1939-1404
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/jstars.2020.3020913

Computer Science Meets Ecology (Dagstuhl Seminar 17091)

Author(s): Gustau Camps-Valls and Thomas Hickler and Birgitta König-Ries
Published in: Dagstuhl Reports, 2017, ISSN 2192-5283
Publisher: Schloss Dagstuhl--Leibniz-Zentrum fuer Informatik
DOI: 10.4230/DagRep.7.2.109

Image Analysis

Author(s): Puneet Sharma, Filippo Maria Bianchi
Published in: Lecture Notes in Computer Science, 2017, ISBN 978-3-319-59129-2
Publisher: Springer International Publishing
DOI: 10.1007/978-3-319-59129-2

Wiley StatsRef: Statistics Reference Online

Author(s): N. Balakrishnan, Theodore Colton, Brian Everitt, Walter Piegorsch, Fabrizio Ruggeri, Jozef L. Teugels
Published in: 2014, ISBN 9781-118445112
Publisher: John Wiley & Sons, Ltd
DOI: 10.1002/9781118445112.stat03876.pub2

Digital Signal Processing with Kernel Methods

Author(s): Jose Luis Rojo-Alvarez, Manel Martinez-Ramon, Jordi Munoz-Mari, Gustau Camps-Valls
Published in: BOOK, 2018, ISBN 9781-118705810
Publisher: Wiley & Sons
DOI: 10.1002/9781118705810

Learning Structures in Earth Observation Data with Gaussian Processes

Author(s): Fernando Mateo, Jordi Muñoz-Marí, Valero Laparra, Jochem Verrelst, Gustau Camps-Valls
Published in: Advanced Analysis and Learning on Temporal Data, Issue 9785, 2016, Page(s) 78-94, ISBN 978-3-319-44411-6
Publisher: Springer International Publishing
DOI: 10.1007/978-3-319-44412-3_6

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