forecasting, it is essential to estimate correctly the number of change points in this class of models. In Bayesian inference, the … requires to select a value in the parameter space at which the computation is performed. Bayesian inference for a change … of the Bayesian information criterion, which is based on maximum likelihood estimates, in selecting the correct model is …