Rl. Lumsdaine, CONSISTENCY AND ASYMPTOTIC NORMALITY OF THE QUASI-MAXIMUM LIKELIHOOD ESTIMATOR IN IGARCH(1,1) AND COVARIANCE STATIONARY GARCH(1,1) MODELS, Econometrica, 64(3), 1996, pp. 575-596
Citations number
26
Categorie Soggetti
Economics,"Social Sciences, Mathematical Methods","Mathematical, Methods, Social Sciences
This paper provides a proof of the consistency and asymptotic normalit
y of the quasi-maximum likelihood estimator in GARCH(1,1) and IGARCH(1
,1) models. In contrast to the case of a unit root in the conditional
mean, the presence of a ''unit root'' in the conditional variance does
not affect the limiting distribution of the estimators; in both model
s, estimators are normally distributed. In addition, a consistent esti
mator of the covariance matrix is available, enabling the use of stand
ard test statistics for inference.