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Statistical Learning for Earth Observation Data Analysis.

Veröffentlichungen

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

Autoren: 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
Veröffentlicht in: Biogeosciences, Issue 17/5, 2020, Page(s) 1343-1365, ISSN 1726-4189
DOI: 10.5194/bg-17-1343-2020

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

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

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

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

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

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

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

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

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

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

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

Autoren: 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
Veröffentlicht in: Information Fusion, Issue 63, 2020, Page(s) 256-272, ISSN 1566-2535
DOI: 10.1016/j.inffus.2020.07.004

Crop Yield Estimation and Interpretability With Gaussian Processes

Autoren: Laura Martinez-Ferrer, Maria Piles, Gustau Camps-Valls
Veröffentlicht in: IEEE Geoscience and Remote Sensing Letters, 2020, Page(s) 1-5, ISSN 1545-598X
DOI: 10.1109/lgrs.2020.3016140

Deep Gaussian processes for biogeophysical parameter retrieval and model inversion

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

The Recycling Gibbs sampler for efficient learning

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

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

Autoren: 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
Veröffentlicht in: International Journal of Applied Earth Observation and Geoinformation, Issue 65, 2018, Page(s) 79-91, ISSN 0303-2434
DOI: 10.1016/j.jag.2017.10.006

A review of multiple try MCMC algorithms for signal processing

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

Derivation of global vegetation biophysical parameters from EUMETSAT Polar System

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

Remote Sensing Image Classification With Large-Scale Gaussian Processes

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

Nonlinear Time-Series Adaptation for Land Cover Classification

Autoren: Adeline Bailly, Laetitia Chapel, Romain Tavenard, Gustau Camps-Valls
Veröffentlicht in: IEEE Geoscience and Remote Sensing Letters, Issue 14/6, 2017, Page(s) 896-900, ISSN 1545-598X
DOI: 10.1109/LGRS.2017.2686639

Joint Gaussian Processes for Biophysical Parameter Retrieval

Autoren: Daniel Heestermans Svendsen, Luca Martino, Manuel Campos-Taberner, Francisco Javier Garcia-Haro, Gustau Camps-Valls
Veröffentlicht in: IEEE Transactions on Geoscience and Remote Sensing, Issue 56/3, 2018, Page(s) 1718-1727, ISSN 0196-2892
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

Autoren: 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
Veröffentlicht in: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Issue 9/12, 2016, Page(s) 5547-5559, ISSN 1939-1404
DOI: 10.1109/JSTARS.2016.2569162

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

Autoren: Jochem Verrelst, Juan Rivera Caicedo, Jordi Muñoz-Marí, Gustau Camps-Valls, José Moreno
Veröffentlicht in: Remote Sensing, Issue 9/9, 2017, Page(s) 927, ISSN 2072-4292
DOI: 10.3390/rs9090927

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

Autoren: Ana Ruescas, Martin Hieronymi, Gonzalo Mateo-Garcia, Sampsa Koponen, Kari Kallio, Gustau Camps-Valls
Veröffentlicht in: Remote Sensing, Issue 10/5, 2018, Page(s) 786, ISSN 2072-4292
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

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

Parsimonious adaptive rejection sampling

Autoren: L. Martino
Veröffentlicht in: Electronics Letters, Issue 53/16, 2017, Page(s) 1115-1117, ISSN 0013-5194
DOI: 10.1049/el.2017.1711

Spectral Band Selection for Vegetation Properties Retrieval using Gaussian Processes Regression

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

Active learning methods for efficient hybrid biophysical variable retrieval

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

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

Autoren: Verrelst, Jochem and Sabater, Neus and Rivera, Juan Pablo and Munoz-Mari, Jordi and Vicent, Jorge and Camps-Valls, Gustau and Moreno, José
Veröffentlicht in: Remote Sensing, Issue 8-8, 2016, Page(s) 673, ISSN 2072-4292
DOI: 10.3390/rs8080673

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

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

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

Autoren: 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
Veröffentlicht in: Nature, Issue 541/7638, 2017, Page(s) 516-520, ISSN 0028-0836
DOI: 10.1038/nature20780

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

Autoren: 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
Veröffentlicht in: Biogeosciences Discussions, Issue 13, 2016, Page(s) 4291-4313, ISSN 1726-4189
DOI: 10.5194/bg-2015-661

Gaussian Process Sensitivity Analysis for Oceanic Chlorophyll Estimation

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

Kernel spectral angle mapper

Autoren: G. Camps-Valls
Veröffentlicht in: Electronics Letters, Issue 52/14, 2016, Page(s) 1218-1220, ISSN 0013-5194
DOI: 10.1049/el.2016.0661

Optimized Kernel Entropy Components

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

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

Autoren: 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
Veröffentlicht in: Remote Sensing of Environment, Issue 187, 2016, Page(s) 102-118, ISSN 0034-4257
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

Autoren: 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.
Veröffentlicht in: Remote Sensing, Issue 9-3, 2017, Page(s) 248, ISSN 2072-4292
DOI: 10.3390/rs9030248

An Optical Classification Tool for Global Lake Waters

Autoren: Marieke Eleveld, Ana Ruescas, Annelies Hommersom, Timothy Moore, Steef Peters, Carsten Brockmann
Veröffentlicht in: Remote Sensing, Issue 9/5, 2017, Page(s) 420, ISSN 2072-4292
DOI: 10.3390/rs9050420

Kernel Manifold Alignment for Domain Adaptation

Autoren: Devis Tuia, Gustau Camps-Valls
Veröffentlicht in: PLOS ONE, Issue 11/2, 2016, Page(s) e0148655, ISSN 1932-6203
DOI: 10.1371/journal.pone.0148655

Sensitivity Maps of the Hilbert-Schmidt Independence Criterion

Autoren: Adrián Pérez-Suay, Gustau Camps-Valls
Veröffentlicht in: Applied Soft Computing, 2017, ISSN 1568-4946
DOI: 10.1016/j.asoc.2017.04.024

Global distribution of groundwater-vegetation spatial covariation

Autoren: 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
Veröffentlicht in: Geophysical Research Letters, 2017, ISSN 0094-8276
DOI: 10.1002/2017GL072885

Randomized kernels for large scale Earth observation applications

Autoren: Adrián Pérez-Suay, Julia Amorós-López, Luis Gómez-Chova, Valero Laparra, Jordi Muñoz-Marí, Gustau Camps-Valls
Veröffentlicht in: Remote Sensing of Environment, 2017, ISSN 0034-4257
DOI: 10.1016/j.rse.2017.02.009

Accounting for Input Noise in Gaussian Process Parameter Retrieval

Autoren: Juan Emmanuel Johnson, Valero Laparra, Gustau Camps-Valls
Veröffentlicht in: IEEE Geoscience and Remote Sensing Letters, Issue 17/3, 2020, Page(s) 391-395, ISSN 1545-598X
DOI: 10.1109/lgrs.2019.2921476

Efficient Nonlinear RX Anomaly Detectors

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

Kernel Anomalous Change Detection for Remote Sensing Imagery

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

Nonlinear PCA for Spatio-Temporal Analysis of Earth Observation Data

Autoren: Diego Bueso, Maria Piles, Gustau Camps-Valls
Veröffentlicht in: IEEE Transactions on Geoscience and Remote Sensing, 2020, Page(s) 1-12, ISSN 0196-2892
DOI: 10.1109/tgrs.2020.2969813

Nonlinear Distribution Regression for Remote Sensing Applications

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

Gradient-Based Automatic Lookup Table Generator for Radiative Transfer Models

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

Warped Gaussian Processes in Remote Sensing Parameter Estimation and Causal Inference

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

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

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

Activities of the IEEE GRSS Spain Chapter [Chapters]

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

Causal Inference in Geoscience and Remote Sensing From Observational Data

Autoren: Adrian Perez-Suay, Gustau Camps-Valls
Veröffentlicht in: IEEE Transactions on Geoscience and Remote Sensing, Issue 57/3, 2019, Page(s) 1502-1513, ISSN 0196-2892
DOI: 10.1109/tgrs.2018.2867002

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

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

Global Estimation of Biophysical Variables from Google Earth Engine Platform

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

Multitemporal Cloud Masking in the Google Earth Engine

Autoren: Gonzalo Mateo-García, Luis Gómez-Chova, Julia Amorós-López, Jordi Muñoz-Marí, Gustau Camps-Valls
Veröffentlicht in: Remote Sensing, Issue 10/7, 2018, Page(s) 1079, ISSN 2072-4292
DOI: 10.3390/rs10071079

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

Autoren: 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
Veröffentlicht in: Remote Sensing of Environment, Issue 218, 2018, Page(s) 69-88, ISSN 0034-4257
DOI: 10.1016/j.rse.2018.09.006

Pattern Recognition Scheme for Large-Scale Cloud Detection Over Landmarks

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

Physics-aware Gaussian processes in remote sensing

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

Group Importance Sampling for particle filtering and MCMC

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

Signal-to-noise ratio in reproducing kernel Hilbert spaces

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

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

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

Mapping Leaf Area Index With a Smartphone and Gaussian Processes

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

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

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

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

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

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

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

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

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

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

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

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

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

The FLUXCOM ensemble of global land-atmosphere energy fluxes

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

A perspective on Gaussian processes for Earth observation

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

Inferring causation from time series in Earth system sciences

Autoren: 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
Veröffentlicht in: Nature Communications, Issue 10/1, 2019, ISSN 2041-1723
DOI: 10.1038/s41467-019-10105-3

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

Autoren: 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
Veröffentlicht in: Remote Sensing of Environment, Issue 229, 2019, Page(s) 100-113, ISSN 0034-4257
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

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

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

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

A global canopy water content product from AVHRR/Metop

Autoren: 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
Veröffentlicht in: ISPRS Journal of Photogrammetry and Remote Sensing, Issue 162, 2020, Page(s) 77-93, ISSN 0924-2716
DOI: 10.1016/j.isprsjprs.2020.02.007

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

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

Earth system data cubes unravel global multivariate dynamics

Autoren: 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
Veröffentlicht in: Earth System Dynamics, Issue 11/1, 2020, Page(s) 201-234, ISSN 2190-4987
DOI: 10.5194/esd-11-201-2020

Summarizing the state of the terrestrial biosphere in few dimensions

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

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

Autoren: Manuel Campos-Taberner, Francisco Javier García-Haro, Beatriz Martínez, Emma Izquierdo-Verdiguier, Clement Atzberger, Gustau Camps-Valls, María Amparo Gilabert
Veröffentlicht in: Scientific Reports, Issue 10/1, 2020, ISSN 2045-2322
DOI: 10.1038/s41598-020-74215-5

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

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

Computer Science Meets Ecology (Dagstuhl Seminar 17091)

Autoren: Gustau Camps-Valls and Thomas Hickler and Birgitta König-Ries
Veröffentlicht in: Dagstuhl Reports, 2017, ISSN 2192-5283
DOI: 10.4230/DagRep.7.2.109

Image Analysis

Autoren: Puneet Sharma, Filippo Maria Bianchi
Veröffentlicht in: Lecture Notes in Computer Science, 2017
DOI: 10.1007/978-3-319-59129-2

Wiley StatsRef: Statistics Reference Online

Autoren: N. Balakrishnan, Theodore Colton, Brian Everitt, Walter Piegorsch, Fabrizio Ruggeri, Jozef L. Teugels
Veröffentlicht in: 2014
DOI: 10.1002/9781118445112.stat03876.pub2

Digital Signal Processing with Kernel Methods

Autoren: Jose Luis Rojo-Alvarez, Manel Martinez-Ramon, Jordi Munoz-Mari, Gustau Camps-Valls
Veröffentlicht in: BOOK, 2018
DOI: 10.1002/9781118705810

Cloud detection machine learning algorithms for PROBA-V

Autoren: Luis Gomez-Chova, Gonzalo Mateo-Garcia, Jordi Munoz-Mari, Gustau Camps-Valls
Veröffentlicht in: 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2017, Page(s) 2251-2254
DOI: 10.1109/igarss.2017.8127437

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

Autoren: Luca Martino, Jorge Vicent, Gustau Camps-Valls
Veröffentlicht in: 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2017, Page(s) 1457-1460
DOI: 10.1109/igarss.2017.8127241

Smap-based retrieval of vegetation opacity and albedo

Autoren: Dara Entekhabi, Alexandra Konings, Maria Piles, Narendra Das
Veröffentlicht in: 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2017, Page(s) 2554-2556
DOI: 10.1109/igarss.2017.8127516

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

Autoren: G. Portal, M. Vall-llossera, M. Piles, A. Camps, D. Chaparro, M. Pablos, L. Rossato
Veröffentlicht in: 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2017, Page(s) 4151-4153
DOI: 10.1109/igarss.2017.8127915

Joint Gaussian processes for inverse modeling

Autoren: Daniel Heestermans Svendsen, Luca Martino, Manuel Campos-Taberner, Gustau Camps-Valls
Veröffentlicht in: 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2017, Page(s) 3980-3983
DOI: 10.1109/igarss.2017.8127872

Causal inference in geosciences with kernel sensitivity maps

Autoren: Adrian Perez-Suay, Gustau Camps-Valls
Veröffentlicht in: 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2017, Page(s) 763-766
DOI: 10.1109/igarss.2017.8127064

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

Autoren: M. Piles, G. Camps-Valls, D. Chaparro, D. Entekhabi, A. G. Konings, T. Jagdhuber
Veröffentlicht in: 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2017, Page(s) 4346-4349
DOI: 10.1109/igarss.2017.8127964

Nonlinear statistical retrieval of surface emissivity from IASI data

Autoren: Valero Laparra, Jordi Munoz-Mari, Luis Gomez-Chova, Xavier Calbet, Gustau Camps-Valls
Veröffentlicht in: 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2017, Page(s) 5450-5453
DOI: 10.1109/igarss.2017.8128237

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

Autoren: M. Baur, T. Jagdhuber, M. Link, M. Piles, D. Entekhabi, A. Fink
Veröffentlicht in: 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2017, Page(s) 2891-2894
DOI: 10.1109/igarss.2017.8127602

Predicting year of plantation with hyperspectral and lidar data

Autoren: Adria Descals, Luis Alonso, Gustau Camps-Valls
Veröffentlicht in: 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2017, Page(s) 1780-1783
DOI: 10.1109/igarss.2017.8127320

Comparison of downscaling techniques for high resolution soil moisture mapping

Autoren: 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
Veröffentlicht in: 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2017, Page(s) 2523-2526
DOI: 10.1109/igarss.2017.8127508

Convolutional neural networks for multispectral image cloud masking

Autoren: Gonzalo Mateo-Garcia, Luis Gomez-Chova, Gustau Camps-Valls
Veröffentlicht in: 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2017, Page(s) 2255-2258
DOI: 10.1109/igarss.2017.8127438

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

Autoren: N. Sanchez, A. Gonzalez-Zamora, J. Martinez-Fernandez, M. Piles, M. Pablos, Brian Wardlow, Tsegaye Tadesse, Mark Svoboda
Veröffentlicht in: 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2017, Page(s) 2000-2003
DOI: 10.1109/IGARSS.2017.8127374

Spatial noise-aware temperature retrieval from infrared sounder data

Autoren: David Malmgren-Hansen, Valero Laparra, Allan Aasbjerg Nielsen, Gustau Camps-Valls
Veröffentlicht in: 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2017, Page(s) 17-20
DOI: 10.1109/igarss.2017.8126882

Efficient remote sensing image classification with Gaussian processes and Fourier features

Autoren: Pablo Morales, Adrian Perez-Suay, Rafael Molina, Gustau Camps-Valls
Veröffentlicht in: 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2017, Page(s) 2227-2230
DOI: 10.1109/igarss.2017.8127431

Retrieval of coloured dissolved organic matter with machine learning methods

Autoren: Ana B. Ruescas, Martin Hieronymi, Sampsa Koponen, Kari Kallio, Gustau Camps-Valls
Veröffentlicht in: 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2017, Page(s) 2187-2190
DOI: 10.1109/igarss.2017.8127421

Physics-Aware Gaussian Processes for Earth Observation

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

Revisiting impacts of MJO on soil moisture: a causality perspective

Autoren: Bueso, Piles, Camps-Valls
Veröffentlicht in: 2019
DOI: 10.1002/essoar.10501866.1

Distributed Particle Metropolis-Hastings Schemes

Autoren: Luca Martino, Victor Elvira, Gustau Camps-Valls
Veröffentlicht in: 2018 IEEE Statistical Signal Processing Workshop (SSP), 2018, Page(s) 553-557
DOI: 10.1109/ssp.2018.8450763

Passive millimeter wave image classification with large scale Gaussian processes

Autoren: Pablo Morales, Adrian Perez-Suay, Rafael Molina, Gustau Camps-Valls, Aggelos K. Katsaggelos
Veröffentlicht in: 2017 IEEE International Conference on Image Processing (ICIP), 2017, Page(s) 370-374
DOI: 10.1109/icip.2017.8296305

Large-scale random features for kernel regression

Autoren: Valero Laparra, Diego Marcos Gonzalez, Devis Tuia, Gustau Camps-Valls
Veröffentlicht in: 2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2015, Page(s) 17-20
DOI: 10.1109/igarss.2015.7325686

Latent force models for earth observation time series prediction

Autoren: David Luengo, Manuel Campos-Taberner, Gustau Camps-Valls
Veröffentlicht in: 2016 IEEE 26th International Workshop on Machine Learning for Signal Processing (MLSP), 2016, Page(s) 1-6
DOI: 10.1109/MLSP.2016.7738844

A Deep Network Approach to Multitemporal Cloud Detection

Autoren: Devis Tuia, Benjamin Kellenberger, Adrian Perez-Suey, Gustau Camps-Valls
Veröffentlicht in: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 4351-4354
DOI: 10.1109/igarss.2018.8517312

Randomized RX for Target Detection

Autoren: Fatih Nar, Adrian Perez-Suay, Jose Antonio Padron, Gustau Camps-Valls
Veröffentlicht in: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 4237-4240
DOI: 10.1109/igarss.2018.8517961

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

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

Probabilistic cross-validation estimators for Gaussian process regression

Autoren: Luca Martino, Valero Laparra, Gustau Camps-Valls
Veröffentlicht in: 2017 25th European Signal Processing Conference (EUSIPCO), 2017, Page(s) 823-827
DOI: 10.23919/eusipco.2017.8081322

Interpolation and Gap Filling of Landsat Reflectance Time Series

Autoren: Alvaro Moreno-Martinez, Marco Moneta, Gustau Camps Valls, Luca Martino, Nathaniel Robinson, Brady Allred, Steven W Running
Veröffentlicht in: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 349-352
DOI: 10.1109/igarss.2018.8517503

Recycling Gibbs sampling

Autoren: Luca Martino, Victor Elvira, Gustau Camps-Valls
Veröffentlicht in: 2017 25th European Signal Processing Conference (EUSIPCO), 2017, Page(s) 171-175
DOI: 10.23919/eusipco.2017.8081191

Consistent Regression of Biophysical Parameters with Kernel Methods

Autoren: Emiliano Diaz, Adrian Perez-Suay, Valero Laparra, Gustau Camps-Valls
Veröffentlicht in: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 4047-4050
DOI: 10.1109/igarss.2018.8518504

Retrieval of Case 2 Water Quality Parameters with Machine Learning

Autoren: Ana B. Ruescas, Gonzalo Mateo-Garcia, Gustau Camps-Valls, Martin Hieronymi
Veröffentlicht in: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 124-127
DOI: 10.1109/igarss.2018.8518810

Transfer Learning with Convolutional Networks for Atmospheric Parameter Retrieval

Autoren: David Malmgren-Hansen, Allan Aasbjerg Nielsen, Valero Laparra, Gustau Camps- Valls
Veröffentlicht in: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 2111-2114
DOI: 10.1109/igarss.2018.8518097

Statistical Learning For End-To-End Simulations

Autoren: J. Vicent, J. Verrelst, J.P. Rivera-Caicedo, N. Sabater, J. Munoz-Mari, G. Camps-Valls, J. Moreno
Veröffentlicht in: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 1699-1702
DOI: 10.1109/igarss.2018.8518366

Sparsity-Driven Digital Terrain Model Extraction

Autoren: Fatih Nar, Erdal Yilmaz, Gustau Camps-Valls
Veröffentlicht in: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 1316-1319
DOI: 10.1109/igarss.2018.8517569

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

Autoren: Anna Mateo-Sanchis, Jordi Munoz-Mari, Manuel Campos-Taberner, Javier Garcia-Haro, Gustau Camps-Valls
Veröffentlicht in: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 4039-4042
DOI: 10.1109/igarss.2018.8519254

Generation of Global Vegetation Products from Eumetsat AVHRR/METOP Satellites

Autoren: 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
Veröffentlicht in: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 1826-1829
DOI: 10.1109/igarss.2018.8518083

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

Autoren: Diego Bueso, Maria Piles, Gustau Camps-Valls
Veröffentlicht in: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 5780-5783
DOI: 10.1109/igarss.2018.8518155

Disentangling Derivatives, Uncertainty and Error in Gaussian Process Models

Autoren: Juan Emmanuel Johnson, Valero Laparra, Gustau Camps-Valls
Veröffentlicht in: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 4051-4054
DOI: 10.1109/igarss.2018.8519020

Multioutput Automatic Emulator for Radiative Transfer Models

Autoren: Daniel Heestermans Svendsen, Luca Martino, Jorge Vicent, Gustau Camps-Valls
Veröffentlicht in: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 4019-4022
DOI: 10.1109/igarss.2018.8518195

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

Autoren: Luca Martino, Daniel Heestermans Svendsen, Jorge Vicent, Gustau Camps-Valls
Veröffentlicht in: ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2020, Page(s) 3577-3581
DOI: 10.1109/icassp40776.2020.9053372

Nonlinear Cook Distance for Anomalous Change Detection

Autoren: Jose A. Padron Hidalgo, Adrian Perez-Suay, Fatih Nar, Gustau Camps-Valls
Veröffentlicht in: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 5025-5028
DOI: 10.1109/igarss.2018.8517369

Particle Group Metropolis Methods for Tracking the Leaf Area Index

Autoren: Luca Martino, Victor Elvira, Gustau Camps-Valls
Veröffentlicht in: ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2020, Page(s) 5865-5869
DOI: 10.1109/icassp40776.2020.9053962

Deep Gaussian Processes for Geophysical Parameter Retrieval

Autoren: Daniel Heestermans Svendsen, Pablo Morales-Alvarez, Rafael Molina, Gustau Camps-Valls
Veröffentlicht in: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 6175-6178
DOI: 10.1109/igarss.2018.8517647

Group metropolis sampling

Autoren: Luca Martino, Victor Elvira, Gustau Camps-Valls
Veröffentlicht in: 2017 25th European Signal Processing Conference (EUSIPCO), 2017, Page(s) 201-205
DOI: 10.23919/eusipco.2017.8081197

Learning Structures in Earth Observation Data with Gaussian Processes

Autoren: Fernando Mateo, Jordi Muñoz-Marí, Valero Laparra, Jochem Verrelst, Gustau Camps-Valls
Veröffentlicht in: Advanced Analysis and Learning on Temporal Data, Issue 9785, 2016, Page(s) 78-94
DOI: 10.1007/978-3-319-44412-3_6