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398062

Bayesian and Maximum Likelihood Estimation for Mixture Models of the New Topp-Leone-G Family

Article

Last updated: 29 Dec 2024

Subjects

-

Tags

الإحصاء بفروعها المختلفة

Abstract

This paper introduces a new family of continuous distributions, the mixture of two components from the new Topp-Leone-G family. Statistical properties of the proposed family are explored, with a focus on the mixture of two new Topp-Leone exponential distributions as a sub-model. The study uses maximum likelihood and Bayesian methods under Type-II censoring to estimate the unknown parameters, reliability, and hazard rate functions. A simulation study evaluates the performance of the estimators. Finally, two real data sets are utilized to validate the simulated results and demonstrate the practical applicability of the proposed distribution in real life.

DOI

10.21608/jcese.2024.330538.1084

Keywords

Mixture distribution, new Topp-Leone family, Exponential distribution, Maximum likelihood estimation, Bayesian estimation

Authors

First Name

Gannat R.

Last Name

AL-Dayian

MiddleName

-

Affiliation

Department of Statistics, Faculty of Commerce, AL-Azhar University (Girls’ Branch), Cairo, Egypt

Email

aldayian@yahoo.com

City

الفيوم

Orcid

-

First Name

Abeer

Last Name

EL-Helbawy

MiddleName

-

Affiliation

Department of Statistics, Faculty of Commerce, AL-Azhar University (Girls’ Branch), Cairo, Egypt

Email

aah_elhelbawy@hotmail.com

City

-

Orcid

0000-0003-3247-2013

First Name

Fatma

Last Name

Abd EL-Maksoud

MiddleName

-

Affiliation

Department of Statistics, Faculty of Commerce, AL-Azhar University (Girls’ Branch), Tafahna Al-Ashraf, Egypt

Email

fatmagamalmohamed24@gmail.com

City

-

Orcid

-

Volume

4

Article Issue

2

Related Issue

51565

Issue Date

2025-04-01

Receive Date

2024-10-22

Publish Date

2025-04-01

Page Start

210

Page End

253

Print ISSN

2974-3117

Online ISSN

2974-3125

Link

https://jcese.journals.ekb.eg/article_398062.html

Detail API

https://jcese.journals.ekb.eg/service?article_code=398062

Order

398,062

Type

المقالات الأصلية

Type Code

2,523

Publication Type

Journal

Publication Title

مجلة العلوم التجارية والبيئية

Publication Link

https://jcese.journals.ekb.eg/

MainTitle

Bayesian and Maximum Likelihood Estimation for Mixture Models of the New Topp-Leone-G Family

Details

Type

Article

Created At

29 Dec 2024