Sharp Conditions for the CLT of Linear Processes in a Hilbert Space
Florence Merlevède,
Magda Peligrad and
Sergey Utev
Journal of Theoretical Probability, 1997, vol. 10, issue 3, 681-693
Abstract:
Abstract In this paper we study the behavior of sums of a linear process $$X_k = \sum {_{j = - \infty }^\infty } a_j (\xi _{k - j} )$$ associated to a strictly stationary sequence $$\{ \xi _k \} _{k \in \mathbb{Z}} $$ with values in a real separable Hilbert space and $$\{ a_k \} _{k \in \mathbb{Z}} $$ are linear operators from H to H. One of the results is that $$\sum {_{i = 1}^n } X_i /\sqrt n $$ satisfies the CLT provided $$\{ \xi _k \} _{k \in \mathbb{Z}} $$ are i.i.d. centered having finite second moments and $$\sum {_{j = - \infty }^\infty } \left\| {a_j } \right\|_{L(H)}
Keywords: Central limit theorem; linear process in Hilbert space (search for similar items in EconPapers)
Date: 1997
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DOI: 10.1023/A:1022653728014
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