On the extremal behavior of sub-sampled solutions of stochastic difference equations (Q701338)
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scientific article; zbMATH DE number 1819678
| Language | Label | Description | Also known as |
|---|---|---|---|
| English | On the extremal behavior of sub-sampled solutions of stochastic difference equations |
scientific article; zbMATH DE number 1819678 |
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On the extremal behavior of sub-sampled solutions of stochastic difference equations (English)
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23 October 2002
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Let \(\{X_k\}\) be a process satisfying the stochastic difference equation \(X_k=A_kX_{k-1} +B_k\), \(k=1,2,\dots\), where \(\{A_k,B_k\}\) are i.i.d bivariate random variables. The authors define the sub-sampled series \(Y_k= X_{Mk}\), \(k=1,2, \dots,\) corresponding to a fixed systematic sampling interval \(M>1\). They discuss conditions for the existence of stationary solutions of the sub-sampled process \(\{Y_k\}\), and analyse the tail behavior of the stationary distribution of \(Y_k\) when the random vectors \(\{A_k,B_k\}\) have different tail behavior. Finally, the extremal behavior of the sub-sampled process \(\{Y_k\}\) is investigated. The results are used to the study of the tail and extremal behavior of sub-sampled bilinear processes and sub-sampled ARCH processes.
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stochastic difference equation
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extreme values
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ARCH process
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bilinear process
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