 This is the reason for using several chains which differ only incrementally.An obvious disadvantage of the algorithm is that formula_18 chains are run and only one chain is used for inference.For this reason, formula_19 is ideally suited for implementation on parallel machines, since each chain will in general require the same amount of computation per iteration.