Half-Logistic Xgamma Distribution: Properties and Estimation under Censored Samples

This paper proposed a new probability distribution, namely, the half-logistic xgamma (HLXG) distribution. Various statistical properties, such as, moments, incomplete moments, mean residual life, and stochastic ordering of the proposed distribution, are discussed. Parameter estimation of the half-lo...

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Main Authors: Rashad Bantan, Amal S. Hassan, Mahmoud Elsehetry, B. M. Golam Kibria
Format: Article
Language:English
Published: Wiley 2020-01-01
Series:Discrete Dynamics in Nature and Society
Online Access:http://dx.doi.org/10.1155/2020/9136513
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author Rashad Bantan
Amal S. Hassan
Mahmoud Elsehetry
B. M. Golam Kibria
author_facet Rashad Bantan
Amal S. Hassan
Mahmoud Elsehetry
B. M. Golam Kibria
author_sort Rashad Bantan
collection DOAJ
description This paper proposed a new probability distribution, namely, the half-logistic xgamma (HLXG) distribution. Various statistical properties, such as, moments, incomplete moments, mean residual life, and stochastic ordering of the proposed distribution, are discussed. Parameter estimation of the half-logistic xgamma distribution is approached by the maximum likelihood method based on complete and censored samples. Asymptotic confidence intervals of model parameters are provided. A simulation study is conducted to illustrate the theoretical results. Moreover, the model parameters of the HLXG distribution are estimated by using the maximum likelihood, least square, maximum product spacing, percentile, and Cramer–von Mises (CVM) methods. Superiority of the new model over some existing distributions is illustrated through three real data sets.
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institution Kabale University
issn 1026-0226
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language English
publishDate 2020-01-01
publisher Wiley
record_format Article
series Discrete Dynamics in Nature and Society
spelling doaj-art-94d3baeb223e48d9ad46d36b10a943842025-02-03T01:27:56ZengWileyDiscrete Dynamics in Nature and Society1026-02261607-887X2020-01-01202010.1155/2020/91365139136513Half-Logistic Xgamma Distribution: Properties and Estimation under Censored SamplesRashad Bantan0Amal S. Hassan1Mahmoud Elsehetry2B. M. Golam Kibria3Deanship of Scientific Research, King AbdulAziz University, Jeddah, Saudi ArabiaFaculty of Graduate Studies for Statistical Research, Cairo University, Giza, EgyptDeanship of Information Technology, King AbdulAziz University, Jeddah, Saudi ArabiaDepartment of Mathematics and Statistics, Florida International University, Miami, FL 33199, USAThis paper proposed a new probability distribution, namely, the half-logistic xgamma (HLXG) distribution. Various statistical properties, such as, moments, incomplete moments, mean residual life, and stochastic ordering of the proposed distribution, are discussed. Parameter estimation of the half-logistic xgamma distribution is approached by the maximum likelihood method based on complete and censored samples. Asymptotic confidence intervals of model parameters are provided. A simulation study is conducted to illustrate the theoretical results. Moreover, the model parameters of the HLXG distribution are estimated by using the maximum likelihood, least square, maximum product spacing, percentile, and Cramer–von Mises (CVM) methods. Superiority of the new model over some existing distributions is illustrated through three real data sets.http://dx.doi.org/10.1155/2020/9136513
spellingShingle Rashad Bantan
Amal S. Hassan
Mahmoud Elsehetry
B. M. Golam Kibria
Half-Logistic Xgamma Distribution: Properties and Estimation under Censored Samples
Discrete Dynamics in Nature and Society
title Half-Logistic Xgamma Distribution: Properties and Estimation under Censored Samples
title_full Half-Logistic Xgamma Distribution: Properties and Estimation under Censored Samples
title_fullStr Half-Logistic Xgamma Distribution: Properties and Estimation under Censored Samples
title_full_unstemmed Half-Logistic Xgamma Distribution: Properties and Estimation under Censored Samples
title_short Half-Logistic Xgamma Distribution: Properties and Estimation under Censored Samples
title_sort half logistic xgamma distribution properties and estimation under censored samples
url http://dx.doi.org/10.1155/2020/9136513
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AT amalshassan halflogisticxgammadistributionpropertiesandestimationundercensoredsamples
AT mahmoudelsehetry halflogisticxgammadistributionpropertiesandestimationundercensoredsamples
AT bmgolamkibria halflogisticxgammadistributionpropertiesandestimationundercensoredsamples