196 citations
- University of ChileCL6 papers
- Adolfo Ibáñez UniversityCL4 papers
- Millennium Institute of AstrophysicsCL4 papers
- Pontificia Universidad Católica de ChileCL4 papers
- Space Science InstituteUS3 papers
- Universidad Diego PortalesCL3 papers
- University of CambridgeGB3 papers
- University of ConcepciónCL3 papers
- California Institute of TechnologyUS2 papers
- Data Observatory Foundation2 papers
- Metropolitan University of TechnologyCL2 papers
- Millennium Science InitiativeCL2 papers
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cs.LG2022★ 1 cited
Computationally-efficient initialisation of GPs: The generalised variogram method
Felipe Tobar, Elsa Cazelles, Taco de Wolff
We present a computationally-efficient strategy to initialise the hyperparameters of a Gaussian process (GP) avoiding the computation of the likelihood function. Our strategy can b…
cs.LG2021★ 20 cited
Towards Optimally Weighted Physics-Informed Neural Networks in Ocean Modelling
Taco de Wolff, Hugo Carrillo, Luis Martí +1
The carbon pump of the world's ocean plays a vital role in the biosphere and climate of the earth, urging improved understanding of the functions and influences of the ocean for cl…