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Tim Weiland
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Bayesian Inference
Flexible and Efficient Probabilistic PDE Solvers through Gaussian Markov Random Fields
Fast probabilistic counterparts to numerical PDE solvers, powered by SPDEs & sparse linear algebra.
Tim Weiland
,
Marvin Pförtner
,
Philipp Hennig
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GaussianMarkovRandomFields.jl
Fast, flexible and user-centered Julia package for Bayesian inference with sparse Gaussians
GitHub
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Scaling up Probabilistic PDE Simulators with Structured Volumetric Information
Introduces GP-FVM, a probabilistic counterpart to the finite volume method, enabling large-scale probabilistic PDE simulations.
Tim Weiland
,
Marvin Pförtner
,
Philipp Hennig
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Code
Source Document
DOI