A new trivariate model for stochastic episodes

Abstract We study the joint distribution of stochastic events described by (X,Y,N), where N has a 1-inflated (or deflated) geometric distribution and X, Y are the sum and the maximum of N exponential random variables. Models with similar structure have been used in several areas of applications, inc...

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Main Authors: Francesco Zuniga, Tomasz J. Kozubowski, Anna K. Panorska
Format: Article
Language:English
Published: SpringerOpen 2021-02-01
Series:Journal of Statistical Distributions and Applications
Subjects:
Online Access:https://doi.org/10.1186/s40488-021-00114-3
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spelling doaj-1fe1ca5fb61943b38400b6d1ca389ea22021-03-11T12:01:13ZengSpringerOpenJournal of Statistical Distributions and Applications2195-58322021-02-018112110.1186/s40488-021-00114-3A new trivariate model for stochastic episodesFrancesco Zuniga0Tomasz J. Kozubowski1Anna K. Panorska2Department of Mathematics & Statistics, University of NevadaDepartment of Mathematics & Statistics, University of NevadaDepartment of Mathematics & Statistics, University of NevadaAbstract We study the joint distribution of stochastic events described by (X,Y,N), where N has a 1-inflated (or deflated) geometric distribution and X, Y are the sum and the maximum of N exponential random variables. Models with similar structure have been used in several areas of applications, including actuarial science, finance, and weather and climate, where such events naturally arise. We provide basic properties of this class of multivariate distributions of mixed type, and discuss their applications. Our results include marginal and conditional distributions, joint integral transforms, moments and related parameters, stochastic representations, estimation and testing. An example from finance illustrates the modeling potential of this new model.https://doi.org/10.1186/s40488-021-00114-3BEG modelBGGE distributionBTLG distributionExtremesFinancial dataGeometric distribution
collection DOAJ
language English
format Article
sources DOAJ
author Francesco Zuniga
Tomasz J. Kozubowski
Anna K. Panorska
spellingShingle Francesco Zuniga
Tomasz J. Kozubowski
Anna K. Panorska
A new trivariate model for stochastic episodes
Journal of Statistical Distributions and Applications
BEG model
BGGE distribution
BTLG distribution
Extremes
Financial data
Geometric distribution
author_facet Francesco Zuniga
Tomasz J. Kozubowski
Anna K. Panorska
author_sort Francesco Zuniga
title A new trivariate model for stochastic episodes
title_short A new trivariate model for stochastic episodes
title_full A new trivariate model for stochastic episodes
title_fullStr A new trivariate model for stochastic episodes
title_full_unstemmed A new trivariate model for stochastic episodes
title_sort new trivariate model for stochastic episodes
publisher SpringerOpen
series Journal of Statistical Distributions and Applications
issn 2195-5832
publishDate 2021-02-01
description Abstract We study the joint distribution of stochastic events described by (X,Y,N), where N has a 1-inflated (or deflated) geometric distribution and X, Y are the sum and the maximum of N exponential random variables. Models with similar structure have been used in several areas of applications, including actuarial science, finance, and weather and climate, where such events naturally arise. We provide basic properties of this class of multivariate distributions of mixed type, and discuss their applications. Our results include marginal and conditional distributions, joint integral transforms, moments and related parameters, stochastic representations, estimation and testing. An example from finance illustrates the modeling potential of this new model.
topic BEG model
BGGE distribution
BTLG distribution
Extremes
Financial data
Geometric distribution
url https://doi.org/10.1186/s40488-021-00114-3
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