During this process the likelihood of the data is estimated for the different K values and possible assignments of individuals to the K partitions. The theory shows that when the chain reaches equilibrium the different values of K have been sampled in proportion to their probability of generating the data. It therefore becomes possible to estimate the posterior probability distribution of K and jointly estimate the posterior probability that any two individuals belong to the same partition.
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