106 citations · 275 across the 6 of their papers we have counts for
3 papers · 1 filter
Inference over radiative transfer models using variational and expectation maximization methods
Daniel Heestermans Svendsen, Daniel Hernández-Lobato, Luca Martino +3
Earth observation from satellites offers the possibility to monitor our planet with unprecedented accuracy. Radiative transfer models (RTMs) encode the energy transfer through the…
Living in the Physics and Machine Learning Interplay for Earth Observation
Gustau Camps-Valls, Daniel H. Svendsen, Jordi Cortés-Andrés +7
Most problems in Earth sciences aim to do inferences about the system, where accurate predictions are just a tiny part of the whole problem. Inferences mean understanding variables…
Active emulation of computer codes with Gaussian processes -- Application to remote sensing
Daniel Heestermans Svendsen, Luca Martino, Gustau Camps-Valls
Many fields of science and engineering rely on running simulations with complex and computationally expensive models to understand the involved processes in the system of interest.…