Bayesian Estimation of Bivariate Exponential Distributions Based on Linex and Quadratic Loss Functions: A Survival Approach with Censored Samples

被引:4
|
作者
Angali, Kambiz Ahmadi [1 ,2 ]
Latifi, S. Mahmoud [1 ]
Hanagal, David D. [3 ]
机构
[1] Ahvaz Jundishapur Univ Med Sci, Dept Biostat, Ahvaz, Iran
[2] Ahvaz Jundishapur Univ Med Sci, Environm Technol Res Ctr, Ahvaz, Iran
[3] Univ Pune, Dept Stat, Pune, Maharashtra, India
关键词
Bayesian estimation; Bivariate exponential; Linex loss function; MCMC; Quadratic loss function;
D O I
10.1080/03610918.2012.697963
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
In this article, four bivariate exponential (BVE) distributions with subject to right censoring samples are presented. Bayesian estimates of the parameters of BVE are obtained through Linex and quadratic loss functions. Gamma prior distribution has been suggested to reforming the posterior function. The estimations and standard errors of parameters have also been obtained through simulation method. Markov chain Monte Carlo (MCMC) method is employed for the case of Block-Buse bivariate distribution because there was no closed form for estimator criteria. Simulation studies have been conducted to show that the computation parts can be implemented easily and comparing the estimated values due to two methods and with the true values as well.
引用
收藏
页码:31 / 44
页数:14
相关论文
共 50 条
  • [31] Bayesian estimation of a competing risk model based on Weibull and exponential distributions under right censored data
    Talhi, Hamida
    Aiachi, Hiba
    Rahmania, Nadji
    MONTE CARLO METHODS AND APPLICATIONS, 2022, 28 (02): : 163 - 174
  • [32] On three-parameter exponential distribution: properties, Bayesian and non-Bayesian estimation based on complete and censored samples
    Afify, Ahmed Z.
    Suzuki, Adriano K.
    Zhang, Chunfang
    Nassar, Mazen
    COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2021, 50 (11) : 3799 - 3819
  • [33] Bayesian Estimation Using Expected LINEX Loss Function: A Novel Approach with Applications
    Nassar, Mazen
    Alotaibi, Refah
    Okasha, Hassan
    Wang, Liang
    MATHEMATICS, 2022, 10 (03)
  • [34] Empirical Bayes analysis of record statistics based on linex and quadratic loss functions
    Jaheen, ZF
    COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2004, 47 (6-7) : 947 - 954
  • [35] ErratumCorrections and complements to: Preliminary test estimation of the parameters of exponential and Pareto distributions for censored samples
    I. Barranco-Chamorro
    B. M. Golam Kibria
    A. K. Md. E. Saleh
    Statistical Papers, 2013, 54 : 251 - 254
  • [36] Bayesian Estimation of Products With Wiener Process Degradation Based on Linex Loss Function
    Song, Bao-Wei
    Yan, Wei-An
    Mao, Zhao-Yong
    Duan, Gui-Lin
    PROCEEDINGS OF 2013 INTERNATIONAL CONFERENCE ON QUALITY, RELIABILITY, RISK, MAINTENANCE, AND SAFETY ENGINEERING (QR2MSE), VOLS I-IV, 2013, : 138 - 144
  • [37] A BAYESIAN ANALYSIS FOR BIVARIATE WEIBULL DISTRIBUTIONS DERIVED FROM COPULA FUNCTIONS IN THE PRESENCE OF COVARIATES AND CENSORED DATA
    Dos Santos, Carlos Aparecido
    Achcar, Jorge Alberto
    ADVANCES AND APPLICATIONS IN STATISTICS, 2010, 15 (01) : 1 - 25
  • [38] Optimal Bayesian variable sampling plans for exponential distributions based on modified type-II hybrid censored samples
    Yang, Ming-Chung
    Chen, Lee-Shen
    Liang, Tachen
    COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2017, 46 (06) : 4722 - 4744
  • [39] Bivariate survival modeling: a Bayesian approach based on Copulas
    José S. Romeo
    Nelson I. Tanaka
    Antonio C. Pedroso-de-Lima
    Lifetime Data Analysis, 2006, 12 : 205 - 222
  • [40] Bivariate survival modeling: a Bayesian approach based on Copulas
    Romeo, Jose S.
    Tanaka, Nelson I.
    Pedroso-de-Lima, Antonio C.
    LIFETIME DATA ANALYSIS, 2006, 12 (02) : 205 - 222