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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Online Access: | https://doi.org/10.1186/s40488-021-00114-3 |
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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 |
work_keys_str_mv |
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