Multivariate HPD Interval in R

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Coda, and other R packages, allow to calculate HPD intervals for multiple posterior chains. However, the HPD intervals are always calculated marginally per chain.

Is there a way in R to find the joint HPD interval, taking into account the correlation structure of the chains?

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