Introduction to Akaike (1973) Information Theory and an Extension of the Maximum Likelihood Principle

Abstract

The problem of estimating the dimensionality of a model occurs in various forms in applied statistics: estimating the number of factors in factor analysis, estimating the degree of a polynomial describing the data, selecting the variables to be introduced in a multiple regression equation, estimating the order of an AR or MA time series model, and so on.