Fiducial inference for Birnbaum-Saunders distribution

被引:18
作者
Li, Yalan [1 ]
Xu, Ancha [1 ]
机构
[1] Wenzhou Univ, Coll Math & Informat Sci, Zhejiang, Peoples R China
基金
中国博士后科学基金;
关键词
Birnbaum-Saunders distribution; fiducial inference; adaptive rejection Metropolis sampling; GENERALIZED CONFIDENCE-INTERVALS; MODIFIED MOMENT ESTIMATION; LIFE DISTRIBUTIONS; FATIGUE; MODEL; FAMILY;
D O I
10.1080/00949655.2015.1077840
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this paper, we consider fiducial inference for the unknown parameters of the Birnbaum-Saunders distribution. Two generalized fiducial distributions of the parameters are obtained. One is based on the inverse of the structural equation, and the fiducial estimates of the parameters are obtained by a simulation method. The other is based on the method of [Hannig J. Generalized fiducial inference via discretization. Stat. Sinica. 2013;23:489-514], then we use adaptive rejection Metropolis sampling to get the fiducial estimates. We compare the fiducial estimates with the maximum likelihood estimates and Bayesian estimates by simulations. Two real data sets are analysed for illustration.
引用
收藏
页码:1673 / 1685
页数:13
相关论文
共 31 条
[1]   INFERENCES FOR THE BIRNBAUM-SAUNDERS FATIGUE LIFE MODEL USING BAYESIAN METHODS [J].
ACHCAR, JA .
COMPUTATIONAL STATISTICS & DATA ANALYSIS, 1993, 15 (04) :367-380
[2]  
[Anonymous], DLM R PACKAGE BAYESI
[3]   ESTIMATION FOR A FAMILY OF LIFE DISTRIBUTIONS WITH APPLICATIONS TO FATIGUE [J].
BIRNBAUM, ZW ;
SAUNDERS, SC .
JOURNAL OF APPLIED PROBABILITY, 1969, 6 (02) :328-&
[4]   A NEW FAMILY OF LIFE DISTRIBUTIONS [J].
BIRNBAUM, ZW ;
SAUNDERS, SC .
JOURNAL OF APPLIED PROBABILITY, 1969, 6 (02) :319-&
[5]   A LIMITED MEMORY ALGORITHM FOR BOUND CONSTRAINED OPTIMIZATION [J].
BYRD, RH ;
LU, PH ;
NOCEDAL, J ;
ZHU, CY .
SIAM JOURNAL ON SCIENTIFIC COMPUTING, 1995, 16 (05) :1190-1208
[6]   MODIFIED MOMENT ESTIMATION FOR THE 3-PARAMETER WEIBULL DISTRIBUTION [J].
COHEN, AC ;
WHITTEN, BJ ;
DING, YH .
JOURNAL OF QUALITY TECHNOLOGY, 1984, 16 (03) :159-167
[7]   STOCHASTIC-MODELS OF FAILURE IN RANDOM-ENVIRONMENTS [J].
DESMOND, A .
CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE, 1985, 13 (03) :171-183
[8]   INFERENCES ON THE PARAMETERS OF THE BIRNBAUM-SAUNDERS FATIGUE LIFE DISTRIBUTION BASED ON MAXIMUM-LIKELIHOOD ESTIMATION [J].
ENGELHARDT, M ;
BAIN, LJ ;
WRIGHT, FT .
TECHNOMETRICS, 1981, 23 (03) :251-256
[9]  
Fisher RA, 1930, P CAMB PHILOS SOC, V26, P528
[10]  
GILKS WR, 1992, J R STAT SOC C-APPL, V41, P337