Asymptotics for moving average processes with dependent innovations

被引:11
作者
Wang, QY [1 ]
Lin, YX [1 ]
Gulati, CM [1 ]
机构
[1] Univ Wollongong, Sch Math & Appl Stat, Wollongong, NSW 2522, Australia
关键词
functional limit theorem; linear process; long memory process; fractionally integrated process; moving average process;
D O I
10.1016/S0167-7152(00)00195-4
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Let X-t be a moving average process defined by X-t = Sigma (infinity)(k=0) psik epsilon (t-k), t = 1,2,..., where the innovation {epsilon (k)} is a centered sequence of random variables and {psi (k)} is a sequence of real numbers. Under conditions on {psi (k)} which entail that {X-t} is either a long memory process or a linear process, we study asymptotics of the partial sum process Sigma X-[ns](t=0)t For a long memory process with innovations forming a martingale difference sequence, the functional limit theorems of Sigma X-[ns](t=0)t (properly normalized) are derived. For a linear process, we give sufficient conditions so that normalized) converges weakly to a standard Brownian motion if the corresponding Sigma ([ns])(k=1) is true. The applications to fractional processes and other mixing innovations are also discussed. (C) 2001 Elsevier Science BY. All rights reserved.
引用
收藏
页码:347 / 356
页数:10
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