In probabilistic inference for signal processing, medical diagnosis, code theory, digital communication, machine learning and so on, belief propagation (BP) is one of powerful approximate methods to calculate a belief for each node within a practical computational time[1]. Recently, it has been pointed out that the BP has some mathematical structures in common with advanced mean-field (MF) meth...