Estimation of the Burr XII-exponential Distribution Parameters

被引:0
作者
Yari, Gholamhossein [1 ]
Tondpour, Zahra [1 ]
机构
[1] Iran Univ Sci & Technol, Sch Math, Tehran, Iran
来源
APPLICATIONS AND APPLIED MATHEMATICS-AN INTERNATIONAL JOURNAL | 2018年 / 13卷 / 01期
关键词
Burr XII distribution; exponential distribution; Maximum likelihood; Bayesian Analysis; Importance Sampling; Lindley's Approximation; Simulation; Survival Analysis;
D O I
暂无
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
The Burr XII distribution is one of the most important distributions in Survival analysis. In this article, we introduce the new wider Burr XII-G family of distributions. A special model in the new family called Burr XII-exponential distribution that has constant, decreasing and unimodal hazard rate functions is investigated. We discuss the estimation of this distribution parameters by maximum likelihood, three modifications of maximum likelihood and Bayes methods. In Bayes method, we use the uniform, triangular and Burr XII-uniform priors for posterior analysis and obtain Bayes estimations under two different loss functions. We obtain two approximations of the Bayes estimations, the first one is by importance sampling and the second is based on Lindley's approximation. Monte Carlo simulated data are used to evaluate these methods. Finally, we fit this distribution to a set of real data set by estimation procedures.
引用
收藏
页码:47 / 66
页数:20
相关论文
共 20 条
[1]   HOW TO IDENTIFY A BATHTUB HAZARD RATE [J].
AARSET, MV .
IEEE TRANSACTIONS ON RELIABILITY, 1987, 36 (01) :106-108
[2]  
Alzghal A., 2013, INT J STAT PROBAB, V2, P31, DOI [10.5539/ijsp.v2n3p31, DOI 10.5539/IJSP.V2N3P31]
[3]  
[Anonymous], 2002, SIMULATION
[4]  
Bourguignon M., 2014, J DATA SCI, V12, P53
[5]   MODIFIED MOMENT AND MAXIMUM-LIKELIHOOD ESTIMATORS FOR PARAMETERS OF 3-PARAMETER GAMMA-DISTRIBUTION [J].
COHEN, AC ;
WHITTEN, BJ .
COMMUNICATIONS IN STATISTICS PART B-SIMULATION AND COMPUTATION, 1982, 11 (02) :197-216
[6]   A new family of generalized distributions [J].
Cordeiro, Gauss M. ;
de Castro, Mario .
JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, 2011, 81 (07) :883-898
[7]   Beta-normal distribution and its applications [J].
Eugene, N ;
Lee, C ;
Famoye, F .
COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2002, 31 (04) :497-512
[8]  
Galton F, 1883, ENQUIRIES HUMAN FACU
[9]  
Gilat A, 2010, MATLAB INTRO APPL
[10]   Statistical tests, P values, confidence intervals, and power: a guide to misinterpretations [J].
Greenland, Sander ;
Senn, Stephen J. ;
Rothman, Kenneth J. ;
Carlin, John B. ;
Poole, Charles ;
Goodman, Steven N. ;
Altman, Douglas G. .
EUROPEAN JOURNAL OF EPIDEMIOLOGY, 2016, 31 (04) :337-350