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Fast inference for Gaussian processes in problems involving time. Partly built on results from https://proceedings.mlr.press/v161/tebbutt21a.html

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This unblocks the ChainRulesCore dependency constraint and allows TemporalGPs to be loaded alongside GPLikelihoods and the current version of AbstractGPs.

I did not try the script yet and have been replacing things blindly in Github. So it needs some extra checks

needs version bump

Some of your code is not working for me. The compiler does not know SArrayStorage, RegularSpacing. It is not ```julia using AbstractGPs, KernelFunctions, TemporalGPs using StaticArrays using Zygote # Specify...

Hi @willtebbutt, From the ToDo list #59 I have tried to go ahead with the periodic kernel as proposed by [Solin & Särkkä (2014)](http://proceedings.mlr.press/v33/solin14.pdf). The periodic kernel is approximated by...

There are a number of non-stationary kernels that are mentioned in the textbook [p260](https://users.aalto.fi/~asolin/sde-book/sde-book.pdf), but which this package doesn't implement: - [ ] Wiener process - [ ] Wiener velocity...

In https://discourse.julialang.org/t/domainerror-in-temporalgps/70708/6 multiple observations of a single time series are available at each point in time. My suspicion is that this is the cause of some inference problems that the...

This pull request changes the compat entry for the `AbstractGPs` package from `0.2, 0.3` to `0.2, 0.3, 0.4`. This keeps the compat entries for earlier versions. Note: I have not...

This pull request changes the compat entry for the `ChainRulesCore` package from `0.9, 0.10` to `0.9, 0.10, 1`. This keeps the compat entries for earlier versions. Note: I have not...

This pull request changes the compat entry for the `StructArrays` package from `0.5` to `0.5, 0.6`. This keeps the compat entries for earlier versions. Note: I have not tested your...