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首页> 外文期刊>Journal of the American statistical association >Surveillance Strategies for Detecting Changepoint in Incidence Rate Based on Exponentially Weighted Moving Average Methods
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Surveillance Strategies for Detecting Changepoint in Incidence Rate Based on Exponentially Weighted Moving Average Methods

机译:基于指数加权移动平均法的事件发生率变化点监测策略

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摘要

Surveillance is a major issue in the today's world. The need to develop adequate surveillance strategies is genuine in many spheres of human activity. In this article we focus on a specific problem of surveillance and discuss some related statistical issues. This specific problem deals with a possible change in the incidence rate of an event (to a higher value) when a system is studied at discrete time points. We apply the exponentially weighted moving average methods for detecting an increased incidence rate per exposure unit of an event. Different measures of evaluation, suitable in different types of applications, such as the expected delay, out-of-control average run length, and probability of successful detection, are studied. Analytical bounds are provided for those measures of evaluation. Results from intensive simulations indicate that the analytical bounds perform fairly well when the weight parameter is large.
机译:监视是当今世界的一个主要问题。在人类活动的许多领域中,真正需要制定适当的监视策略。在本文中,我们将重点放在监视的特定问题上,并讨论一些相关的统计问题。当在离散时间点研究系统时,此特定问题解决了事件发生率的可能变化(达到较高的值)。我们采用指数加权移动平均法来检测事件的每个暴露单位的发生率增加。研究了适用于不同类型应用的不同评估方法,例如预期延迟,失控平均运行长度和成功检测的概率。为这些评估方法提供了分析范围。密集模拟的结果表明,当权重参数较大时,分析范围的效果很好。

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