If I am assigning a Dirichlet Prior such that the sum of variables equal to 1, and I am using Metropolis sampler for MCMC, anyone knows what is the proposal function for Metropolis in this case?

We automatically convert to an unconstrained space so you don’t need to worry about that. I would just use the NUTS sampler.

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