2008
DOI: 10.1111/j.1467-9892.2008.00591.x
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Subsampling in testing autocovariance for periodically correlated time series

Abstract: The main purpose of this article was to describe the asymptotic properties of subsampling procedure applied to nonstationary, periodically correlated time series. We present the conditions under which the subsampling version for the estimator of Fourier coefficient of autocovariance function is consistent. Our result provides new tools in statistical inference methods for nonstationary, periodically correlated time series. For example, it enables to construct consistent subsampling test which successfully dist… Show more

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Cited by 35 publications
(22 citation statements)
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References 19 publications
(43 reference statements)
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“…Under summability condition for the autocovariance function (see Lenart et al (), Lem 1), the asymptotic variance of 1MathClass-bin∕nMathClass-op∑iMathClass-rel=1nXi is of the form σ2MathClass-rel=1dMathClass-op∑sMathClass-rel=1dMathClass-op∑kMathClass-rel=MathClass-bin−MathClass-rel∞MathClass-rel∞Cov(XsMathClass-punc,XsMathClass-bin+k)0.3emthinspace.…”
Section: Asymptotic Results For Pc Processesmentioning
confidence: 99%
“…Under summability condition for the autocovariance function (see Lenart et al (), Lem 1), the asymptotic variance of 1MathClass-bin∕nMathClass-op∑iMathClass-rel=1nXi is of the form σ2MathClass-rel=1dMathClass-op∑sMathClass-rel=1dMathClass-op∑kMathClass-rel=MathClass-bin−MathClass-rel∞MathClass-rel∞Cov(XsMathClass-punc,XsMathClass-bin+k)0.3emthinspace.…”
Section: Asymptotic Results For Pc Processesmentioning
confidence: 99%
“…Moreover, Lenart et al . () proved subsampling consistency for the coefficient of the autocovariance function of PC time series. This result was extended on APC processes for both the mean and the autocovariance functions by Synowiecki ().…”
Section: Introductionmentioning
confidence: 84%
“…A bootstrap algorithm is considered in [93] and a subsampling procedure in [203]. The bootstrap of periodic random arrays with increasing period is considered in [209].…”
Section: Subsampling-based Significance Testmentioning
confidence: 99%