Simulation Study of the Bayesian and Non-Bayesian Estimation of a new Lifetime Distribution Parameters with Increasing Hazard Rate

Dorathy O. Oramulu, Chinyere P. Igbokwe, I. C. Anabike, Harrison O. Etaga, Okechukwu J. Obulezi
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引用次数: 1

Abstract

In this paper, a new distribution known as the Shifted Chris-Jerry (SHCJ) distribution is proposed. The proposition is motivated by the need to compare the efficiency of various classical estimation methods as well as the bayesian estimation using gamma prior at linear-exponential loss, squared error loss and generalized entropy loss functions. Some useful mathematical properties are derived. Single acceptance sampling plans (SASPs) are created for the distribution when the life test is truncated at a predetermined period. The median lifetime of the SHCJ distribution with pre-defined constants is taken as the truncation time. To guarantee that the specific life test is obtained at the defined risk to the user, the minimum sample size is required. For a particular consumer’s risk, the SHCJ distribution’s parameters, and the truncation time including numerical results are obtained. A simulation study is carried out for the bayesian and non-bayesian estimation of the parameters. Data on blood cancer patients is used to demonstrate the usefuleness of the proposed distribution.
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一种新的随危险率增加的寿命分布参数的贝叶斯和非贝叶斯估计的仿真研究
本文提出了一种新的分布,即移位的Chris-Jerry (SHCJ)分布。该命题的动机是需要比较各种经典估计方法的效率,以及在线性指数损失、平方误差损失和广义熵损失函数下使用伽马先验的贝叶斯估计。导出了一些有用的数学性质。当寿命试验在预定周期内被截断时,为分布创建单个验收抽样计划(sasp)。取具有预定义常数的SHCJ分布的中位数寿命作为截断时间。为了保证特定的寿命试验在对用户的定义风险下进行,需要最小样本量。对于特定的消费者风险,得到了SHCJ分布参数和截断时间,包括数值结果。对参数的贝叶斯估计和非贝叶斯估计进行了仿真研究。血癌患者的数据被用来证明所提出的分布的有效性。
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