Asymptotics for linear processes

Citation
. Phillips, Peter C. B. et . Solo, Victor, Asymptotics for linear processes, Annals of statistics , 20(2), 1992, pp. 971-1001
Journal title
ISSN journal
00905364
Volume
20
Issue
2
Year of publication
1992
Pages
971 - 1001
Database
ACNP
SICI code
Abstract
A method of deriving asymptotics for linear processes is introduced which uses an explicit algebraic decomposition of the linear filter. The technique is closely related to Gordin's method but has some advantages over it, especially in terms of its range of application. The method offers a simple unified approach to strong laws, central limit theory and invariance principles for linear processes. Sample means and sample covariances are covered. The results accommodate both homogeneous and heterogeneous innovations as well as innovations with undefined means and variances.