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Author search results
Likely matches
- Gustau Camps-Valls
aka: Gustavo Camps-Valls
Image Processing Laboratory, Parc Científic Universitat de València, València, Spain
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Publication search results
found 350 matches
- 2023
- Michele Ronco
, Gustau Camps-Valls
:
Role of locality, fidelity and symmetry regularization in learning explainable representations. Neurocomputing 562: 126884 (2023) - Mehmet Furkan Celik
, Mustafa Serkan Isik
, Gülsen Taskin, Esra Erten
, Gustau Camps-Valls
:
Explainable Artificial Intelligence for Cotton Yield Prediction With Multisource Data. IEEE Geosci. Remote. Sens. Lett. 20: 1-5 (2023) - 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) - Daniel Heestermans Svendsen
, Daniel Hernández-Lobato, Luca Martino, Valero Laparra, Álvaro Moreno-Martínez
, Gustau Camps-Valls
:
Inference over radiative transfer models using variational and expectation maximization methods. Mach. Learn. 112(3): 921-937 (2023) - Arndt Kaps
, Axel Lauer
, Gustau Camps-Valls
, Pierre Gentine
, Luis Gómez-Chova
, Veronika Eyring
:
Machine-Learned Cloud Classes From Satellite Data for Process-Oriented Climate Model Evaluation. IEEE Trans. Geosci. Remote. Sens. 61: 1-15 (2023) - Jorge Vicent Servera
, Luca Martino
, Jochem Verrelst
, Gustau Camps-Valls
:
Multifidelity Gaussian Process Emulation for Atmospheric Radiative Transfer Models. IEEE Trans. Geosci. Remote. Sens. 61: 1-10 (2023) - Gülsen Taskin
, Emrullah Fatih Yetkin
, Gustau Camps-Valls
:
A Scalable Unsupervised Feature Selection With Orthogonal Graph Representation for Hyperspectral Images. IEEE Trans. Geosci. Remote. Sens. 61: 1-13 (2023) - Mehmet Furkan Celik, Mustafa Serkan Isik, Esra Erten, Gustau Camps-Valls:
Explainability of End and Mid-Season Cotton Yield Predictors In Conus. IGARSS 2023: 3538-3541 - Kai Jeggle
, David Neubauer, Gustau Camps-Valls, Ulrike Lohmann:
Understanding cirrus clouds using explainable machine learning. CoRR abs/2305.02090 (2023) - Devis Tuia, Konrad Schindler, Begüm Demir, Gustau Camps-Valls, Xiao Xiang Zhu, Mrinalini Kochupillai, Saso Dzeroski, Jan N. van Rijn, Holger H. Hoos, Fabio Del Frate, Mihai Datcu, Jorge-Arnulfo Quiané-Ruiz, Volker Markl, Bertrand Le Saux, Rochelle Schneider:
Artificial intelligence to advance Earth observation: a perspective. CoRR abs/2305.08413 (2023) - Gustau Camps-Valls, Andreas Gerhardus, Urmi Ninad, Gherardo Varando, Georg Martius, Emili Balaguer-Ballester, Ricardo Vinuesa, Emiliano Diaz, Laure Zanna, Jakob Runge:
Discovering Causal Relations and Equations from Data. CoRR abs/2305.13341 (2023) - Spyros Kondylatos, Ioannis Prapas, Gustau Camps-Valls, Ioannis Papoutsis:
Mesogeos: A multi-purpose dataset for data-driven wildfire modeling in the Mediterranean. CoRR abs/2306.05144 (2023) - Ioannis Prapas, Nikolaos-Ioannis Bountos, Spyros Kondylatos, Dimitrios Michail, Gustau Camps-Valls, Ioannis Papoutsis:
TeleViT: Teleconnection-driven Transformers Improve Subseasonal to Seasonal Wildfire Forecasting. CoRR abs/2306.10940 (2023) - Víctor Elvira, Émilie Chouzenoux, Jordi Cerdà, Gustau Camps-Valls:
Graphs in State-Space Models for Granger Causality in Climate Science. CoRR abs/2307.10703 (2023) - Jordi Cerdà-Bautista, José María Tárraga, Vasileios Sitokonstantinou, Gustau Camps-Valls:
Evaluating the Impact of Humanitarian Aid on Food Security. CoRR abs/2310.11287 (2023) - 2022
- Katalin Blix
, Ana Belen Ruescas
, Juan Emmanuel Johnson
, Gustau Camps-Valls
:
Learning Relevant Features of Optical Water Types. IEEE Geosci. Remote. Sens. Lett. 19: 1-5 (2022) - 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) - Gustau Camps-Valls
, Manuel Campos-Taberner
, Valero Laparra
, Luca Martino
, Jordi Muñoz-Marí
:
Retrieval of Physical Parameters With Deep Structured Kernel Regression. IEEE Trans. Geosci. Remote. Sens. 60: 1-10 (2022) - José Antonio Padrón-Hidalgo
, Valero Laparra
, Gustau Camps-Valls
:
Unsupervised Anomaly and Change Detection With Multivariate Gaussianization. IEEE Trans. Geosci. Remote. Sens. 60: 1-10 (2022) - María Piles
, Jordi Muñoz-Marí
, Alicia Guerrero-Curieses
, Gustau Camps-Valls
, José Luis Rojo-Álvarez
:
Autocorrelation Metrics to Estimate Soil Moisture Persistence From Satellite Time Series: Application to Semiarid Regions. IEEE Trans. Geosci. Remote. Sens. 60: 1-17 (2022) - Jorge Vicent Servera
, Juan Pablo Rivera Caicedo
, Jochem Verrelst
, Jordi Muñoz-Marí
, Neus Sabater, Béatrice Berthelot, Gustau Camps-Valls
, José F. Moreno
:
Systematic Assessment of MODTRAN Emulators for Atmospheric Correction. IEEE Trans. Geosci. Remote. Sens. 60: 1-17 (2022) - Daniel Heestermans Svendsen
, Maria Piles
, Jordi Muñoz-Marí
, David Luengo
, Luca Martino
, Gustau Camps-Valls
:
Integrating Domain Knowledge in Data-Driven Earth Observation With Process Convolutions. IEEE Trans. Geosci. Remote. Sens. 60: 1-15 (2022) - Gülsen Taskin
, Gustau Camps-Valls
:
Graph Embedding via High Dimensional Model Representation for Hyperspectral Images. IEEE Trans. Geosci. Remote. Sens. 60: 1-11 (2022) - Kristoffer Wickstrøm
, Juan Emmanuel Johnson
, Sigurd Løkse
, Gustau Camps-Valls
, Karl Øyvind Mikalsen
, Michael Kampffmeyer
, Robert Jenssen
:
The Kernelized Taylor Diagram. NAIS 2022: 125-131 - Gustau Camps-Valls, Francisco J. R. Ruiz, Isabel Valera
:
International Conference on Artificial Intelligence and Statistics, AISTATS 2022, 28-30 March 2022, Virtual Event. Proceedings of Machine Learning Research 151, PMLR 2022 [contents] - Daniel Heestermans Svendsen, Daniel Hernández-Lobato, Luca Martino, Valero Laparra, Álvaro Moreno, Gustau Camps-Valls:
Inference over radiative transfer models using variational and expectation maximization methods. CoRR abs/2204.03346 (2022) - José Antonio Padrón-Hidalgo, Valero Laparra, Gustau Camps-Valls:
Unsupervised Anomaly and Change Detection with Multivariate Gaussianization. CoRR abs/2204.05699 (2022) - Kristoffer Wickstrøm, Juan Emmanuel Johnson, Sigurd Løkse, Gustau Camps-Valls, Karl Øyvind Mikalsen, Michael Kampffmeyer, Robert Jenssen:
The Kernelized Taylor Diagram. CoRR abs/2205.08864 (2022) - Diego Bueso, Maria Piles, Gustavo Camps-Valls:
Let's consider more general nonlinear approaches to study teleconnections of climate variables. CoRR abs/2212.07635 (2022) - 2021
- Anna Mateo-Sanchis, Maria Piles, Julia Amorós-López, Jordi Muñoz-Marí, José E. Adsuara, Álvaro Moreno-Martínez
, Gustau Camps-Valls
:
Learning main drivers of crop progress and failure in Europe with interpretable machine learning. Int. J. Appl. Earth Obs. Geoinformation 104: 102574 (2021)
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