Quasi-Exponentiated Normal Distributions: Mixture Representations and Asymmetrization

In the paper, quasi-exponentiated normal distributions are introduced for any real power (exponent) no less than two. With natural exponents, the quasi-exponentiated normal distributions coincide with the distributions of the corresponding powers of normal random variables with zero mean. Their repr...

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Main Authors: Victor Korolev, Alexander Zeifman
Format: Article
Language:English
Published: MDPI AG 2023-09-01
Series:Mathematics
Subjects:
Online Access:https://www.mdpi.com/2227-7390/11/17/3797
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author Victor Korolev
Alexander Zeifman
author_facet Victor Korolev
Alexander Zeifman
author_sort Victor Korolev
collection DOAJ
description In the paper, quasi-exponentiated normal distributions are introduced for any real power (exponent) no less than two. With natural exponents, the quasi-exponentiated normal distributions coincide with the distributions of the corresponding powers of normal random variables with zero mean. Their representability as scale mixtures of normal and exponential distributions is proved. The mixing distributions are written out in the closed form. Two approaches to the construction of asymmetric quasi-exponentiated normal distributions are described. A limit theorem is proved for sums of a random number of independent random variables in which the asymmetric quasi-exponentiated normal distribution is the limit law.
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spelling doaj.art-fc6c109b770f46a99ed95fa013b7a72c2023-11-19T08:32:17ZengMDPI AGMathematics2227-73902023-09-011117379710.3390/math11173797Quasi-Exponentiated Normal Distributions: Mixture Representations and AsymmetrizationVictor Korolev0Alexander Zeifman1Faculty of Computational Mathematics and Cybernetics, Lomonosov Moscow State University, Leninskie Gory, 119899 Moscow, RussiaFederal Research Center “Computer Sciences and Control” of the Russian Academy of Sciences, 44-2 Vavilova Str., 119333 Moscow, RussiaIn the paper, quasi-exponentiated normal distributions are introduced for any real power (exponent) no less than two. With natural exponents, the quasi-exponentiated normal distributions coincide with the distributions of the corresponding powers of normal random variables with zero mean. Their representability as scale mixtures of normal and exponential distributions is proved. The mixing distributions are written out in the closed form. Two approaches to the construction of asymmetric quasi-exponentiated normal distributions are described. A limit theorem is proved for sums of a random number of independent random variables in which the asymmetric quasi-exponentiated normal distribution is the limit law.https://www.mdpi.com/2227-7390/11/17/3797quasi-exponentiated normal distributionexponential power distributiongeneralized gamma distributionscale mixturelimit theoremrandom sum
spellingShingle Victor Korolev
Alexander Zeifman
Quasi-Exponentiated Normal Distributions: Mixture Representations and Asymmetrization
Mathematics
quasi-exponentiated normal distribution
exponential power distribution
generalized gamma distribution
scale mixture
limit theorem
random sum
title Quasi-Exponentiated Normal Distributions: Mixture Representations and Asymmetrization
title_full Quasi-Exponentiated Normal Distributions: Mixture Representations and Asymmetrization
title_fullStr Quasi-Exponentiated Normal Distributions: Mixture Representations and Asymmetrization
title_full_unstemmed Quasi-Exponentiated Normal Distributions: Mixture Representations and Asymmetrization
title_short Quasi-Exponentiated Normal Distributions: Mixture Representations and Asymmetrization
title_sort quasi exponentiated normal distributions mixture representations and asymmetrization
topic quasi-exponentiated normal distribution
exponential power distribution
generalized gamma distribution
scale mixture
limit theorem
random sum
url https://www.mdpi.com/2227-7390/11/17/3797
work_keys_str_mv AT victorkorolev quasiexponentiatednormaldistributionsmixturerepresentationsandasymmetrization
AT alexanderzeifman quasiexponentiatednormaldistributionsmixturerepresentationsandasymmetrization