Bayesian Estimation for the Order of INAR($q$) Model

Abstract

In this paper, we consider the problem of determining the order of INAR($q$) model on the basis of the Bayesian estimation theory. The Bayesian estimator for the order is given with respect to a squared-error loss function. The consistency of the estimator is discussed. The results of a simulation study for the estimation method are presented.