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Improve RBF model#1

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weslleyspereira wants to merge 26 commits intomainfrom
improve_rbf
Draft

Improve RBF model#1
weslleyspereira wants to merge 26 commits intomainfrom
improve_rbf

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@weslleyspereira
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@weslleyspereira weslleyspereira commented Jun 28, 2024

Since I did not find another good Python implementation of the RBF surrogate model, I decided to improve the one we have in the library. The improvements are:

  • Adds more kernels
  • Adds smoothing parameter
  • Adds scaling of ranges to improve conditioning

@weslleyspereira
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Needs more tests. While running the VLSE benchmark, I found 2997278 is less accurate than the version on the main branch.

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