E-Bayesian estimation of reliability characteristics of two-parameter bathtub-shaped lifetime distribution with application

被引:4
作者
Algarni, Ali [1 ]
Almarashi, Abdullah M. [1 ]
机构
[1] King Abdulaziz Univ, Dept Stat, Fac Sci, Jeddah, Saudi Arabia
关键词
a two‐ parameter bathtub‐ shaped distribution; Bayes estimation; E‐ square loss function; type‐ II censoring data; MODEL;
D O I
10.1002/qre.2817
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This article presents the expected Bayesian (E-Bayesian) estimation of the scale parameter, reliability and failure rate functions of two-parameter bathtub-shaped lifetime distribution under type-II censoring data with. Squared error loss function and gamma distribution as a conjugate prior distribution for the unknown parameter are used to obtain the E-Bayesian estimators. Also, three different prior distributions for the hyperparameters for the E-Bayesian estimators are considered. Some properties of the E-Bayesian estimators are studied. Using minimum mean square error criteria, a simulation study is conducted to compare the performance of the E-Bayesian estimators and the corresponding Bayes and maximum likelihood estimators. A real data set is analysed to show the applicability of the different proposed estimators. The numerical results show that the E-Bayesian estimators perform better than the classical and Bayesian estimators.
引用
收藏
页码:1635 / 1649
页数:15
相关论文
共 19 条
[1]   Bayesian estimation based on progressive Type-II censoring from two-parameter bathtub-shaped lifetime model: an Markov chain Monte Carlo approach [J].
Ahmed, Essam A. .
JOURNAL OF APPLIED STATISTICS, 2014, 41 (04) :752-768
[2]   E-Bayesian Estimation of Chen Distribution Based on Type-I Censoring Scheme [J].
Algarni, Ali ;
Almarashi, Abdullah M. ;
Okasha, Hassan ;
Ng, Hon Keung Tony .
ENTROPY, 2020, 22 (06)
[3]   A new two-parameter lifetime distribution with bathtub shape or increasing failure rate function [J].
Chen, ZM .
STATISTICS & PROBABILITY LETTERS, 2000, 49 (02) :155-161
[4]  
Gradshteyn I.S., 1980, TABLES INTEGRALS SER, P96
[5]  
Han M., 1997, Chinese Operat Res Manage Sci, V6, P31
[6]   E-Bayesian estimation and hierarchical Bayesian estimation of failure rate [J].
Han, Ming .
APPLIED MATHEMATICAL MODELLING, 2009, 33 (04) :1915-1922
[7]  
Hand DJ., 1994, A Handbook of Small Data Sets
[8]   E-Bayesian estimation for the Burr type XII model based on type-2 censoring [J].
Jaheen, Zeinhum F. ;
Okasha, Hassan M. .
APPLIED MATHEMATICAL MODELLING, 2011, 35 (10) :4730-4737
[9]   Estimation and prediction for Chen distribution with bathtub shape under progressive censoring [J].
Kayal, Tanmay ;
Tripathi, Yogesh Mani ;
Singh, Devendra Pratap ;
Rastogi, Manoj Kumar .
JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, 2017, 87 (02) :348-366
[10]   A modified Weibull distribution [J].
Lai, CD ;
Xie, M ;
Murthy, DNP .
IEEE TRANSACTIONS ON RELIABILITY, 2003, 52 (01) :33-37