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Gaussian Process on the Product of Directional Manifolds

This is the code repository for the paper draft: Gaussian Process on the Product of Directional Manifolds.

Link: https://arxiv.org/abs/2303.06799

The work is partially supported by German Research Foundation (DFG) under grant HA 3789/25-1 and Swedish Research Council.

Usage

Plot GP-assisted particle filter with noise distributions

run: GPAssistedParticleFilterExample.m

Plot scalar-output GP

run: GPonCircleExample.m

Credits

We hereby recommend reading libDirectional for the implementation of the von Mises kernel and the particle filter.

Maintainer

Ziyu Cao (Email: ziyu.cao@kit.edu)

License

The source code is released under GPLv3 license.

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