Since Akaike proposed an Information Criteria, this approach to model selection has been important part of Statistical data analysis. Since then many Information Criteria have been proposed and it is still an active field of research. Despite there are many contributors in this topic, we have not have proper Information Criteria for semiparametric models. In this talk, we give ideas to develop an Information Criteria for semiparametric models.