Author/Authors :
David Harris، نويسنده , , Brendan McCabe and Stephen Leybourne، نويسنده ,
Abstract :
This paper introduces a new test statistic for the null hypothesis of short memory
against long memory alternatives+ The novelty of our statistic is that it is based
on only high-order sample autocovariances and by construction eliminates the
effects of nuisance parameters typically induced by short memory autocorrelation+
For practically relevant situations where the short memory process is not
directly observed, but instead appears as the disturbance term in a deterministic
linear regression model, we are able to demonstrate that our residual-based statistic
has an asymptotic standard normal distribution under the null hypothesis+ We
also establish consistency of the statistic under long memory alternatives+ The
finite-sample properties of our procedure are compared to other well-known tests
in the literature via Monte Carlo simulations+ These show that the empirical size
properties of the new statistic can be very robust compared to existing tests and
also that it competes well in terms of power+