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336089

Estimation of the Topp-Leone Alpha Power Weibull Distribution Based on Lower Record Values

Article

Last updated: 29 Dec 2024

Subjects

-

Tags

Mathematical Statistics

Abstract

This article focuses on obtaining the maximum likelihood and Bayes estimators of the Topp-Leone alpha power Weibull distribution based on lower record values. The unknown parameters are estimated by applying the maximum likelihood approach based on lower record values. Also, the Bayesian method is utilized using gamma distribution as an informative prior to obtain the Bayes estimators for the parameters of the Topp-Leone alpha power Weibull distribution based on lower record values. The Bayes estimators are derived under the squared error loss function as a symmetric loss function and the linear-exponential loss function as an asymmetric loss function based on lower record values. Finally, a numerical illustration is presented to demonstrate and evaluate the theoretical results where the numerical demonstration includes a simulation study and an application on real data set. The maximum likelihood estimates are evaluated using Monte Carlo Simulation via Mathematica 11 and the Bayes estimates are calculated by applying Markov Chain Monte Carlo through R programming language.

DOI

10.21608/cjmss.2024.247232.1027

Keywords

Topp-Leone alpha power Weibull distribution, Lower record values, Maximum likelihood estimation, Bayesian estimation

Authors

First Name

Gannat

Last Name

AL-Dayian

MiddleName

R.

Affiliation

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

Email

aldayian@yahoo.com

City

-

Orcid

0000-0001-5662-5868

First Name

Abeer

Last Name

EL-Helbawy

MiddleName

A.

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

Hanem

Last Name

Hozaien

MiddleName

-

Affiliation

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

Email

hanemhozaien@gmail.com

City

Cairo

Orcid

0000-0002-2799-1321

First Name

Enas

Last Name

Gawdat

MiddleName

-

Affiliation

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

Email

gawdat-e.m@hotmail.com

City

-

Orcid

-

Volume

3

Article Issue

1

Related Issue

44604

Issue Date

2024-04-01

Receive Date

2023-11-08

Publish Date

2024-04-01

Page Start

145

Page End

160

Print ISSN

2974-3435

Online ISSN

2974-3443

Link

https://cjmss.journals.ekb.eg/article_336089.html

Detail API

https://cjmss.journals.ekb.eg/service?article_code=336089

Order

336,089

Type

Original Article

Type Code

2,545

Publication Type

Journal

Publication Title

Computational Journal of Mathematical and Statistical Sciences

Publication Link

https://cjmss.journals.ekb.eg/

MainTitle

Estimation of the Topp-Leone Alpha Power Weibull Distribution Based on Lower Record Values

Details

Type

Article

Created At

29 Dec 2024