The Marshall-Olkin Weibull Truncated Negative Binomial Distribution and its Applications

The Weibull distribution is one of the widely known lifetime distribution that has been extensively used for modelling data in reliability and survival analysis. A generalization of both the Marshall-OlkinWeibull distribution and the Weibull truncated negative binomial distribution is introduced and...

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Main Authors: Bindu Krishnan, Dais George
Format: Article
Language:English
Published: University of Bologna 2019-11-01
Series:Statistica
Subjects:
Online Access:https://rivista-statistica.unibo.it/article/view/7496
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spelling doaj-f0769fa4be2149d3a4c5c728204d29bc2020-11-25T01:23:56ZengUniversity of BolognaStatistica0390-590X1973-22012019-11-0179324726510.6092/issn.1973-2201/74968427The Marshall-Olkin Weibull Truncated Negative Binomial Distribution and its ApplicationsBindu Krishnan0Dais George1Bharathiar UniversityCatholicate College, PathanamthittaThe Weibull distribution is one of the widely known lifetime distribution that has been extensively used for modelling data in reliability and survival analysis. A generalization of both the Marshall-OlkinWeibull distribution and the Weibull truncated negative binomial distribution is introduced and studied in this article. Various distributional properties of the new distribution are derived. Estimation of model parameters using the method of maximum likelihood is discussed. Applications to a real data set is provided to show the flexibility and potentiality of the new distribution over other Weibull models. The first order autoregressive minification process with the new distribution as marginal is also developed. We hope that the new model will serve as a good alternative to other models available in the literature for modeling positive real data in several areas.https://rivista-statistica.unibo.it/article/view/7496autoregressive modelhazard ratemarshall-olkin distributionminification processrenyi entropyshannon entropyweibull distribution
collection DOAJ
language English
format Article
sources DOAJ
author Bindu Krishnan
Dais George
spellingShingle Bindu Krishnan
Dais George
The Marshall-Olkin Weibull Truncated Negative Binomial Distribution and its Applications
Statistica
autoregressive model
hazard rate
marshall-olkin distribution
minification process
renyi entropy
shannon entropy
weibull distribution
author_facet Bindu Krishnan
Dais George
author_sort Bindu Krishnan
title The Marshall-Olkin Weibull Truncated Negative Binomial Distribution and its Applications
title_short The Marshall-Olkin Weibull Truncated Negative Binomial Distribution and its Applications
title_full The Marshall-Olkin Weibull Truncated Negative Binomial Distribution and its Applications
title_fullStr The Marshall-Olkin Weibull Truncated Negative Binomial Distribution and its Applications
title_full_unstemmed The Marshall-Olkin Weibull Truncated Negative Binomial Distribution and its Applications
title_sort marshall-olkin weibull truncated negative binomial distribution and its applications
publisher University of Bologna
series Statistica
issn 0390-590X
1973-2201
publishDate 2019-11-01
description The Weibull distribution is one of the widely known lifetime distribution that has been extensively used for modelling data in reliability and survival analysis. A generalization of both the Marshall-OlkinWeibull distribution and the Weibull truncated negative binomial distribution is introduced and studied in this article. Various distributional properties of the new distribution are derived. Estimation of model parameters using the method of maximum likelihood is discussed. Applications to a real data set is provided to show the flexibility and potentiality of the new distribution over other Weibull models. The first order autoregressive minification process with the new distribution as marginal is also developed. We hope that the new model will serve as a good alternative to other models available in the literature for modeling positive real data in several areas.
topic autoregressive model
hazard rate
marshall-olkin distribution
minification process
renyi entropy
shannon entropy
weibull distribution
url https://rivista-statistica.unibo.it/article/view/7496
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