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A Near-Nonparametric Partially Sequential Test for Monitoring Phase II Location Under Pairwise Dependence Between Two Phases

机译:用于监视两相之间成对依赖关系的II相位置的近非参数部分顺序检验

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摘要

In the present work, we introduce a partially sequential test for monitoring the location parameter of a population at phase Ⅱ when a standard sample of prefixed size from phase Ⅰ population is available. We consider a typical pairwise dependence between the samples from phase Ⅰ and phase Ⅱ. The entire problem is motivated from the statistical issues related to environmental monitoring. The proposed test is primarily based on ranks and hence it is closely nonparametric in nature. We use an inverse sampling scheme for collecting samples in phase Ⅱ. Asymptotic distribution of the stopping variable is derived under suitable assumptions. We carry out detailed simulation studies to examine the power performance of the proposed test. Some numerical findings obtained through Monte Carlo studies are summarized graphically. The key advantage of the proposed method over traditional fixed-sample-size-based tests is its quicker detection property with high precision. This helps us to save precious phase Ⅱ samples in various situations. We also provide a simple worked-out example based on acidic precipitation data to illustrate our proposed procedure.
机译:在目前的工作中,我们引入了部分顺序测试,用于在Ⅱ期种群的位置参数的标准样本可用时监测Ⅱ期种群的位置参数。我们考虑了Ⅰ期和Ⅱ期样本之间典型的成对依赖关系。整个问题是由与环境监控有关的统计问题引起的。拟议的测试主要基于等级,因此本质上几乎是非参数的。我们采用逆采样方案来收集第二阶段的样本。停止变量的渐近分布是在适当的假设下得出的。我们进行了详细的仿真研究,以检验建议测试的电源性能。通过蒙特卡洛研究获得的一些数值发现以图形方式进行了总结。与传统的基于固定样本大小的测试相比,该方法的关键优势在于其检测速度更快,精度更高。这有助于我们在各种情况下节省宝贵的Ⅱ期样品。我们还提供了一个基于酸性降水数据的简单算例,以说明我们提出的程序。

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