1. A model selection device, comprising: a model optimization unit which optimizes a model for a mixed distribution, wherein related to an information criterion of complete data, with respect to a hidden variable post-event distribution of said complete data, said model optimization unit optimizes an expected information criterion of said complete data for a pair of a model and a parameter of a component which satisfies a predetermined condition.