MOVING-AVERAGE REPRESENTATION OF AUTOREGRESSIVE APPROXIMATIONS

Authors
Citation
P. Buhlmann, MOVING-AVERAGE REPRESENTATION OF AUTOREGRESSIVE APPROXIMATIONS, Stochastic processes and their applications, 60(2), 1995, pp. 331-342
Citations number
30
Categorie Soggetti
Statistic & Probability","Statistic & Probability
ISSN journal
03044149
Volume
60
Issue
2
Year of publication
1995
Pages
331 - 342
Database
ISI
SICI code
0304-4149(1995)60:2<331:MROAA>2.0.ZU;2-#
Abstract
We study the properties of an MA(infinity)-representation of an autore gressive approximation for a stationary, real-valued process. In doing so we give an extension of Wiener's theorem in the deterministic appr oximation setup. When dealing with data, we can use this new key resul t to obtain insight into the structure of MA(infinity)-representations of fitted autoregressive models where the order increases with the sa mple size. In particular, we give a uniform bound for estimating the m oving-average coefficients via autoregressive approximation being unif orm over ail integers.