Background
Type: Article

First order autoregressive periodically correlated model in Banach spaces: Existence and central limit theorem

Journal: Journal of Mathematical Analysis and Applications (0022247X)Year: 2017Volume: 449Issue: 1Pages: 756 - 768
Parvardeh A.a Mohammadi Jouzdani N. Mahmoodi S.Soltani A.R.
All Open Access; Bronze Open AccessDOI:10.1016/j.jmaa.2016.12.037Language: English

Abstract

We let B be a separable Banach space, and let {Zn} be a sequence of independent and identically distributed random elements in B. Then we prove that for a given strongly periodic sequence of bounded linear operators {ρn}, the order one autoregressive system equations Xn=ρnXn−1+Zn,n in set on integers, possesses a unique almost sure strictly periodically correlated solution; under E[log+⁡‖Z0‖]<∞, which appears to be necessary as well. We proceed on to derive the limiting distribution of ∑n=1NXn that appears to be a Gaussian distribution on B. We also provide interesting examples and observations. © 2016 Elsevier Inc.


Author Keywords

Banach spaceCentral limit theoremLinear time seriesPeriodically correlated process