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add design doc to align on MCMC options enhancements #472

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danielinteractive
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Hi @gowerc and team,
please find inside a design doc to start alignment on MCMC options improvements. Thoughts/comments/concerns?
Thank you,
Daniel

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github-actions bot commented Jan 20, 2025

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@danielinteractive
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I have read the CLA Document and I hereby sign the CLA

We note that due to the definition of the prior distribution for the covariance matrix, we still need to fit the frequentist MMRM model in any case to get the required prior parameter.

Question: What do we need to adapt downstream when using multiple chains?
Answer: We will be able to test this in detail and address it, once we have implemented the possibility to use multiple chains in the development version. To avoid possible confusion, we can add a warning in the development version, which informs the user that multiple chains are not yet fully supported, while we are still working on it.

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