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I infer from your answer that in the mh files it is not only the likelihood of the model which is stored but its mutltiplication with the prior density.
Thanks a lot.
the parameter draws that are saved in the mh files are chosen by evaluating the posterior ( constant * likelihood * prior) at each iteration of the mcmc. so how can we change the prior, once we load old mh_files??