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More Stationary GPs #59

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willtebbutt opened this issue Apr 8, 2021 · 0 comments
Open
5 tasks

More Stationary GPs #59

willtebbutt opened this issue Apr 8, 2021 · 0 comments

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@willtebbutt
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willtebbutt commented Apr 8, 2021

There are a number of kernels in Arno's textbook that we have yet to implement, found in-and-around p260.

Specifically:

  • Matern for half-integer powers greater than 5 / 2. i.e. 7 / 2, 9 / 2, etc
  • Squared exponential. This is approximated via a high-order Matern, so it's probably a good idea to implement the higher-order Matern kernels first.
  • Rational Quadratic. These are approximated in terms of Squared exponential kernels.
  • Periodic. They only consider the squared exponential periodic kernel in the textbook -- I wonder if there's a was to do it for arbitrary kernels, in the same way that it can be done usually by mapping the domain onto the circle?
  • Noise

A good reference PR is #58 (thanks to @andreaskoher for that)

@willtebbutt willtebbutt changed the title More stationary kernels More Stationary GPs Apr 8, 2021
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