Daniel H. Svendsen

According to our database, Daniel H. Svendsen authored at least 13 papers between 2017 and 2023.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of five.

2023

Inference over radiative transfer models using variational and expectation maximization methods.

Daniel Heestermans Svendsen, Daniel Hernández-Lobato, Luca Martino, Valero Laparra, Álvaro Moreno-Martínez, Gustau Camps-Valls

Mach. Learn., March, 2023

2022

Integrating Domain Knowledge in Data-Driven Earth Observation With Process Convolutions.

Daniel Heestermans Svendsen, Maria Piles, Jordi Muñoz-Marí, David Luengo, Luca Martino, Gustau Camps-Valls

IEEE Trans. Geosci. Remote. Sens., 2022

2021

Deep Gaussian Processes for Biogeophysical Parameter Retrieval and Model Inversion.

Daniel Heestermans Svendsen, Pablo Morales-Alvarez, Ana Belen Ruescas, Rafael Molina, Gustau Camps-Valls

CoRR, 2021

Physics-Aware Machine Learning for Geosciences and Remote Sensing.

Gustau Camps-Valls, Daniel H. Svendsen, Jordi Cortés-Andrés, Álvaro Moreno-Martínez, Adrián Pérez-Suay, José E. Adsuara, Irene Martín, Maria Piles, Jordi Muñoz-Marí, Luca Martino

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

2020

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

Daniel Heestermans Svendsen, Luca Martino, Gustau Camps-Valls

Pattern Recognit., 2020

Living in the Physics and Machine Learning Interplay for Earth Observation.

Gustau Camps-Valls, Daniel H. Svendsen, Jordi Cortés-Andrés, Álvaro Moreno-Martínez, Adrián Pérez-Suay, José E. Adsuara, Irene Martín, Maria Piles, Jordi Muñoz-Marí, Luca Martino

CoRR, 2020

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

Luca Martino, Daniel Heestermans Svendsen, Jorge Vicent, Gustau Camps-Valls

Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

2018

Joint Gaussian Processes for Biophysical Parameter Retrieval.

Daniel Heestermans Svendsen, Luca Martino, Manuel Campos-Taberner, Francisco Javier García-Haro, Gustau Camps-Valls

IEEE Trans. Geosci. Remote. Sens., 2018

Physics-aware Gaussian processes in remote sensing.

Gustau Camps-Valls, Luca Martino, Daniel H. Svendsen, Manuel Campos-Taberner, Jordi Muñoz-Marí, Valero Laparra, David Luengo, Francisco Javier García-Haro

Appl. Soft Comput., 2018

Multioutput Automatic Emulator for Radiative Transfer Models.

Daniel Heestermans Svendsen, Luca Martino, Jorge Vicent, Gustau Camps-Valls

Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Deep Gaussian Processes for Geophysical Parameter Retrieval.

Daniel Heestermans Svendsen, Pablo Morales-Alvarez, Rafael Molina, Gustau Camps-Valls

Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

2017

Physics-Aware Gaussian Processes for Earth Observation.

Gustau Camps-Valls, Daniel H. Svendsen, Luca Martino, Jordi Muñoz-Marí, Valero Laparra, Manuel Campos-Taberner, David Luengo

Proceedings of the Image Analysis - 20th Scandinavian Conference, 2017

Joint Gaussian processes for inverse modeling.

Daniel Heestermans Svendsen, Luca Martino, Manuel Campos-Taberner, Gustau Camps-Valls

Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017