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Approximate Bayes estimation of the parameters and reliability function of a mixture of two inverse Weibull distributions under Type-2 censoring

机译:类型2删失下两个反向威布尔分布的混合参数和可靠性函数的近似贝叶斯估计

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The main goal of this paper is to develop the approximate Bayes estimation of the five-dimensional vector of the parameters and reliability function of a mixture of two inverse Weibull distributions (MTIWD) under Type-2 censoring. Usually, the posterior distribution is complicated under the scheme of Type-2 censoring and the integrals that are involved cannot be obtained in a simple explicit form. In this study, we use Lindley's [Approximate Bayesian method, Trabajos Estadist. 31 (1980), pp. 223-237] approximate form of Bayes estimation in the case of an MTIWD under Type-2 censoring. Later, we calculate the estimated risks (ERs) of the Bayes estimates and compare them with the corresponding ERs of the maximum-likelihood estimates through Monte Carlo simulation. Finally, we analyse a real data set using the findings.
机译:本文的主要目的是开发在类型2删失下两个逆威布尔分布(MTIWD)的混合参数和可靠性函数的五维向量的近似贝叶斯估计。通常,在类型2审查方案下,后验分布很复杂,并且所涉及的积分无法以简单的显式形式获得。在这项研究中,我们使用Lindley的[近似贝叶斯方法,Trabajos Estadist。 31(1980),第223-237页]在类型2审查下的MTIWD情况下,贝叶斯估计的近似形式。随后,我们计算贝叶斯估计的估计风险(ER),并将它们与最大似然估计的相应ER通过蒙特卡洛模拟进行比较。最后,我们使用这些发现分析真实的数据集。

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