In this paper, we apply a Bayesian approach to identify multiple structural breaks at unknown change points in a Markov-switching model of the regional business cycles in Japan. Empirical results suggest that the structural changes in the regional business cycles are detected like the nation-wide business cycles. However, the change points differ by region.