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Daniel Heestermans Svendsen
Daniel Heestermans Svendsen
DIS Copenhagen
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Physics-aware Gaussian processes in remote sensing
G Camps-Valls, L Martino, DH Svendsen, M Campos-Taberner, ...
Applied Soft Computing 68, 69-82, 2018
812018
Joint Gaussian processes for biophysical parameter retrieval
DH Svendsen, L Martino, M Campos-Taberner, FJ García-Haro, ...
IEEE Transactions on Geoscience and Remote Sensing 56 (3), 1718-1727, 2017
602017
Active emulation of computer codes with Gaussian processes–Application to remote sensing
DH Svendsen, L Martino, G Camps-Valls
Pattern Recognition 100, 107103, 2020
492020
Deep Gaussian processes for biogeophysical parameter retrieval and model inversion
DH Svendsen, P Morales-Álvarez, AB Ruescas, R Molina, G Camps-Valls
ISPRS Journal of Photogrammetry and Remote Sensing 166, 68-81, 2020
332020
Integrating Domain Knowledge in Data-Driven Earth Observation With Process Convolutions
DH Svendsen, M Piles, J Muñoz-Marí, D Luengo, L Martino, ...
IEEE Transactions on Geoscience and Remote Sensing, 2021
142021
Physics-aware machine learning for geosciences and remote sensing
G Camps-Valls, DH Svendsen, J Cortés-Andrés, Á Mareno-Martínez, ...
2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS, 2086 …, 2021
112021
Deep gaussian processes for geophysical parameter retrieval
DH Svendsen, P Morales-Alvarez, R Molina, G Camps-Valls
IGARSS 2018-2018 IEEE International Geoscience and Remote Sensing Symposium …, 2018
52018
Adaptive sequential interpolator using active learning for efficient emulation of complex systems
L Martino, DH Svendsen, J Vicent, G Camps-Valls
ICASSP 2020-2020 IEEE International Conference on Acoustics, Speech and …, 2020
42020
Physics-aware Gaussian processes for earth observation
G Camps-Valls, DH Svendsen, L Martino, J Muñoz-Marí, V Laparra, ...
Scandinavian Conference on Image Analysis, 205-217, 2017
42017
Inference over radiative transfer models using variational and expectation maximization methods
DH Svendsen, D Hernandez-Lobato, L Martino, V Laparra, ...
Machine Learning 112 (3), 921-937, 2023
32023
Living in the physics and machine learning interplay for earth observation
G Camps-Valls, DH Svendsen, J Cortés-Andrés, Á Moreno-Martínez, ...
arXiv preprint arXiv:2010.09031, 2020
32020
Statistical biophysical parameter retrieval and emulation with Gaussian processes
G Camps-Valls, L Gómez-Chova, V Laparra, L Martino, G Mateo-García, ...
Data handling in science and technology 32, 333-368, 2019
22019
Joint Gaussian processes for inverse modeling
DH Svendsen, L Martino, M Campos-Taberner, G Camps-Valls
2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS …, 2017
22017
Multioutput automatic emulator for radiative transfer models
DH Svendsen, L Martino, J Vicent, G Camps-Valls
IGARSS 2018-2018 IEEE International Geoscience and Remote Sensing Symposium …, 2018
12018
Advances in Gaussian Processes for Earth Sciences: Physics-aware, interpretability and consistency
G Camps-Valls, D Svendsen, L Martino, A Pérez-Suay, M Piles, ...
EGU General Assembly Conference Abstracts, 14677, 2020
2020
Integrating physics modelling with machine learning for remote sensing
DH Svendsen
Universitat de València, 2020
2020
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