LIKELIHOOD ANALYSIS OF THE I(2) MODEL

Authors
Citation
S. Johansen, LIKELIHOOD ANALYSIS OF THE I(2) MODEL, Scandinavian journal of statistics, 24(4), 1997, pp. 433-462
Citations number
17
ISSN journal
03036898
Volume
24
Issue
4
Year of publication
1997
Pages
433 - 462
Database
ISI
SICI code
0303-6898(1997)24:4<433:LAOTIM>2.0.ZU;2-M
Abstract
The I(2) model is defined as a submodel of the general vector autoregr essive model, by two reduced rank conditions. The model describes stoc hastic processes with stationary second difference. A parametrization is suggested which makes Likelihood inference feasible. Consistency of the maximum Likelihood estimator is proved, and the asymptotic distri bution of the maximum likelihood estimator is given. It is shown that the asymptotic distribution is either Gaussian, mixed Gaussian or, in some cases, even more complicated.