Estimation in long memory time series models

Abstract

A regression type estimator of the parameter d in fractionally differenced ARMA (p,q) processes is presented. The proposed estimator is shown to be mean square consistent. Its performance is compared with some of the existing estimators via a simulation study.

Keywords:

• ARMA processes
• fractional differencing
• long memory
• spectral density
• regression estimates
• maximum likelihood estimates