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Comptes Rendus Mathematique
Article . 2020 . Peer-reviewed
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Comptes Rendus. Mathématique
Article . 2020
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The distribution of the maximum of an ARMA(1, 1) process

The distribution of the maximum of an ARMA(1,1) process
Authors: Withers, Christopher S.; Nadarajah, Saralees;

The distribution of the maximum of an ARMA(1, 1) process

Abstract

We give the cumulative distribution function of M n = max X 1 , ... , X n , the maximum of a sequence of n observations from an ARMA(1, 1) process. Solutions are first given in terms of repeated integrals and then for the case, where the underlying random variables are absolutely continuous. The distribution of M n is then given as a weighted sum of the n th powers of the eigenvalues of a non-symmetric Fredholm kernel. The weights are given in terms of the left and right eigenfunctions of the kernel. These results are large deviations expansions for estimates, since the maximum need not be standardized to have a limit. In fact, such a limit need not exist.

Related Organizations
Keywords

ARMA(1,1) process, Approximation by operators (in particular, by integral operators), eigenvalues, Mathematics - Statistics Theory, Fredholm integral equations, Fredholm kernel, Statistics Theory (math.ST), Time series, auto-correlation, regression, etc. in statistics (GARCH), Large deviations, Characterization and structure theory of statistical distributions, QA1-939, FOS: Mathematics, Order statistics; empirical distribution functions, cumulative distribution function, Mathematics

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
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Average
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