Moment bounds and central limit theorems for Gaussian subordinated arrays

Research output: Contribution to journalArticlepeer-review

Abstract

A general moment bound for sums of products of Gaussian vector's functions extending the moment bound in Taqqu (1977, Lemma 4.5) [28] is established. A general central limit theorem for triangular arrays of nonlinear functionals of multidimensional non-stationary Gaussian sequences is proved. This theorem extends the previous results of Breuer and Major (1983) [5], Arcones (1994) [1] and others. A Berry-Esseen-type bound in the abovementioned central limit theorem is derived following Nourdin et al. (2011) [20]. Two applications of the above results are discussed. The first one refers to the asymptotic behavior of a roughness statistic for continuous-time Gaussian processes and the second one is a central limit theorem satisfied by long memory locally stationary processes.

Original languageEnglish
Pages (from-to)457-473
Number of pages17
JournalJournal of Multivariate Analysis
Volume114
Issue number1
DOIs
Publication statusPublished - 1 Jan 2013
Externally publishedYes

Keywords

  • Berry-Esseen bounds
  • Central limit theorem for triangular arrays
  • Diagram formula
  • Hermitian decomposition
  • Locally stationary process
  • Long memory processes
  • Moment bound for Gaussian vector's functions

Fingerprint

Dive into the research topics of 'Moment bounds and central limit theorems for Gaussian subordinated arrays'. Together they form a unique fingerprint.

Cite this