Alpha-decomposition method has been developed and applied to common cause failure analysis. In this paper, this method is applied to estimate the distribution of unknown parameters under the framework of Bayesian inference and network. Furthermore, cross-validation predictive distributions have been examined to investigate the applicability of the present model.