A negative binomial approximation in group testing

IF 0.7 3区 工程技术 Q4 ENGINEERING, INDUSTRIAL Probability in the Engineering and Informational Sciences Pub Date : 2022-10-28 DOI:10.1017/s026996482200033x
Letian Yu, Fraser Daly, Oliver Johnson
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引用次数: 1

Abstract

We consider the problem of group testing (pooled testing), first introduced by Dorfman. For nonadaptive testing strategies, we refer to a nondefective item as “intruding” if it only appears in positive tests. Such items cause misclassification errors in the well-known COMP algorithm and can make other algorithms produce an error. It is therefore of interest to understand the distribution of the number of intruding items. We show that, under Bernoulli matrix designs, this distribution is well approximated in a variety of senses by a negative binomial distribution, allowing us to understand the performance of the two-stage conservative group testing algorithm of Aldridge.

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组检验中的负二项近似
我们考虑由Dorfman首先提出的群检验问题(pooled检验)。对于非适应性测试策略,如果一个非缺陷项目只出现在阳性测试中,我们将其称为“侵入性”。这些项目会导致著名的COMP算法出现误分类错误,并可能使其他算法产生错误。因此,了解入侵项目的数量分布是很有意义的。我们表明,在伯努利矩阵设计下,该分布在各种意义上都可以被负二项分布很好地近似,这使我们能够理解Aldridge的两阶段保守群检验算法的性能。
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来源期刊
CiteScore
2.20
自引率
18.20%
发文量
45
审稿时长
>12 weeks
期刊介绍: The primary focus of the journal is on stochastic modelling in the physical and engineering sciences, with particular emphasis on queueing theory, reliability theory, inventory theory, simulation, mathematical finance and probabilistic networks and graphs. Papers on analytic properties and related disciplines are also considered, as well as more general papers on applied and computational probability, if appropriate. Readers include academics working in statistics, operations research, computer science, engineering, management science and physical sciences as well as industrial practitioners engaged in telecommunications, computer science, financial engineering, operations research and management science.
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