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Vladikavkazskii Matematicheskii Zhurnal, 2007, Volume 9, Number 1, Pages 56–61
(Mi vmj88)
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Some asymptotic properties of a kernel spectrum estimate with different multitapers
A. A. M. Teamah, H. S. Bakouch Department of Mathematics, Faculty of Science,
Tanta University, Tanta, EGYPT
Abstract:
Let $X(t)$, $t=0,\pm 1,\ldots,$ be a zero mean real-valued stationary time series with spectrum $f_{XX}(\lambda )$, $-\pi\le\lambda\le\pi$. Given the realization $X(1),X(2),\dots,X(N)$, we construct $L$ different multitapered periodograms $I_{XX}^{(mt)_{j}}(\lambda)$, $j=1,2,\dots,L$, on non-overlapped and overlapped segments $X^{(j)}(t)$, $1\le t<N$. Also, we give asymptotic expressions of the mean and variance of the average of these different multitapered periodograms. We obtain an estimate of $f_{XX}(\lambda)$ via $I_{XX}^{(mt)_{j}}(\lambda )$ and different kernels $W_{\beta}^{(j)}(\alpha)$, $j=1,2,\dots,L$; $-\pi<\alpha\le\pi$; $\beta$ is a bandwidth. We find asymptotic expressions of the first and second-order moments of this estimate. Moreover, we propose a choice of the considered bandwidth. An asymptotic expression of the integrated relative mean squared error (IMSE) of the estimate is formulated.
Key words:
Stationary time series, Non-overlapped and overlapped segments, Multitapering, Kernels, Bandwidth, Spectrum estimate.
Received: 12.03.2006
Citation:
A. A. M. Teamah, H. S. Bakouch, “Some asymptotic properties of a kernel spectrum estimate with different multitapers”, Vladikavkaz. Mat. Zh., 9:1 (2007), 56–61
Linking options:
https://www.mathnet.ru/eng/vmj88 https://www.mathnet.ru/eng/vmj/v9/i1/p56
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Abstract page: | 216 | Full-text PDF : | 98 | References: | 72 | First page: | 1 |
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