%0 Generic %A Pieper, Thorben %D 2025 %T Code underlying the publication: Guided filtering and smoothing for infinite-dimensional diffusions %U %R 10.4121/49f4ee70-a95a-4804-bced-7d2a1a05a656.v1 %K Data assimilation %K Doob’s h-transform %K Exponential change of measure %K Guided particle filter %K Infinite-dimensional diffusions %K Markov chain Monte Carlo %K Parameter estimation %K Smoothing %K Stochastic Amari equation %K Stochastic partial differential equations. %X
Code to run the experiments in Pieper-Sethmacher et al. (2025) Guided filtering and smoothing for infinite-dimensional diffusions, arXiv preprint, arXiv:2507.06786.
The Julia source code, GuidedFiltering.jl and GuidedSmoothing.jl, implement Algorithms 1&2 and Algorithm 5. Executing the driver files in the experiments folders runs the experiments of examples in section 5.2 and 5.3 of the article.
%I 4TU.ResearchData