Statistical Evaluations and Applications for IER Parameters from Generalized Progressively Type-II Hybrid Censored Data

被引:3
|
作者
Elshahhat, Ahmed [1 ]
Mohammed, Heba S. [2 ]
Abo-Kasem, Osama E. [3 ]
机构
[1] Zagazig Univ, Fac Technol & Dev, Zagazig 44519, Egypt
[2] Princess Nourah Bint Abdulrahman Univ, Coll Sci, Dept Math Sci, POB 84428, Riyadh 11671, Saudi Arabia
[3] Zagazig Univ, Fac Commerce, Dept Stat, Zagazig 44519, Egypt
关键词
inverted exponentiated Rayleigh model; reliability; Bayes inference; Metropolis-Hastings; likelihood inference; Type-II generalized progressive hybrid censoring; EXACT LIKELIHOOD INFERENCE;
D O I
10.3390/axioms12060565
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Generalized progressively Type-II hybrid strategy has been suggested to save both the duration and cost of a life test when the experimenter aims to score a fixed number of failed units. In this paper, using this mechanism, the maximum likelihood and Bayes inferential problems for unknown model parameters, in addition to both reliability, and hazard functions of the inverted exponentiated Rayleigh model, are acquired. Applying the observed Fisher data and delta method, the normality characteristic of the classical estimates is taken into account to derive confidence intervals for unknown parameters and several indice functions. In Bayes' viewpoint, through independent gamma priors against both symmetrical and asymmetrical loss functions, the Bayes estimators of the unknown quantities are developed. Because the Bayes estimators are acquired in complicated forms, a hybrid Monte-Carlo Markov-chain technique is offered to carry out the Bayes estimates as well as to create the related highest posterior density interval estimates. The precise behavior of the suggested estimation approaches is assessed using wide Monte Carlo simulation experiments. Two actual applications based on actual data sets from the mechanical and chemical domains are examined to show how the offered methodologies may be used in real current events.
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页数:22
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