2 Likelihood estimation and the Box–Jenkins method

This tutorial addresses the following:

• estimation of ARIMA and ARCH models using conditional maximum likelihood.
• the Box–Jenkins methodology for selecting the order of ARMA processes based on analysis of the (partial) correlogram.
• model selection using information criterion, unit roots and problems arising from model fit.