有异常值存在时几个双参数指数分布群均值的比较

Mustafa ÇAVUŞ, Berna YAZICI
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引用次数: 0

摘要

双参数指数分布常用于产品寿命的建模。在可靠性应用中,比较几种产品的平均寿命是一个主要问题。在本研究中,在存在异常值的情况下,比较了基于广义p值、参数自举和基准方法的几种产品平均寿命比较方法的性能。蒙特卡罗模拟的结果清楚地表明,不存在统一的强大的测试。参数自举检验除了组数较少和存在异常值的情况外,优于其他检验。给出了一个测试组件等效寿命的说明性示例来执行所提出的测试。所考虑的测试是在R包中实现的。
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Comparison of the several two-parameter exponential distributed group means in the presence of outliers
The two-parameter exponential distribution is often used to model the lifetime of a product. The comparison of the mean lifetimes of several products is a main concern in reliability applications. In this study, the performance of the methods to compare the mean lifetimes of several products based on generalized p-value, parametric bootstrap, and fiducial approach are compared in the presence of outliers. The results of Monte-Carlo simulations clearly indicate that there is no uniformly powerful test. The parametric bootstrap test is superior to the others except in the case of the lower number of groups and the presence of outliers. An illustrative example of testing the equality lifetimes of a component is given to perform the proposed tests. The considered tests are implemented in an R package doex.
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