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Add (Kernelized) Stein discrepancy diagnostic #384

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rlouf opened this issue Oct 22, 2022 · 3 comments
Open

Add (Kernelized) Stein discrepancy diagnostic #384

rlouf opened this issue Oct 22, 2022 · 3 comments
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diagnostics Issues related to the diagnostics enhancement New feature or request good first issue Good for newcomers help wanted Extra attention is needed

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@rlouf
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rlouf commented Oct 22, 2022

See for instance implementation in https://github.com/albcab/TESS/blob/master/mcmc_utils.py. It would also help with the implementation of Stein Variational Gradient Descent.

@rlouf rlouf added diagnostics Issues related to the diagnostics help wanted Extra attention is needed good first issue Good for newcomers enhancement New feature or request labels Oct 22, 2022
@rlouf rlouf changed the title Add Stein discrepancy diagnostic Add (Kernelized) Stein discrepancy diagnostic Oct 22, 2022
@antotocar34
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Where can I find the paper that contains details? Is it https://arxiv.org/abs/1602.03253?

@rlouf
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rlouf commented Jan 12, 2023

That’s the one. @albcab is there more?

@albcab
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albcab commented Jan 12, 2023

https://arxiv.org/pdf/1602.03253.pdf and https://arxiv.org/pdf/1602.02964.pdf are good introduction.
https://arxiv.org/pdf/1410.2392.pdf and https://arxiv.org/pdf/1703.01717.pdf more theoretical.
https://www.cs.utexas.edu/~lqiang/PDF/ksd_short.pdf short and sweet.

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Labels
diagnostics Issues related to the diagnostics enhancement New feature or request good first issue Good for newcomers help wanted Extra attention is needed
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