非相同自适应群体测试的能力

Thomas Kealy, O. Johnson, R. Piechocki
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引用次数: 22

摘要

我们考虑了产品有独立缺陷但概率不恒定的群体测试问题。本文介绍并分析了一种通过对项目进行适当分组来解决这一问题的算法。我们给出了在信息论容量意义上该算法执行本质上最优的条件。我们使用测量结果的集中来限定该算法需要比预期次数更多的测试的概率。这在为认知无线电分配频谱方面也有应用,在这种情况下,数据库给出了特定频段将被占用的先验信息。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The capacity of non-identical adaptive group testing
We consider the group testing problem, in the case where the items are defective independently but with non-constant probability. We introduce and analyse an algorithm to solve this problem by grouping items together appropriately. We give conditions under which the algorithm performs essentially optimally in the sense of information-theoretic capacity. We use concentration of measure results to bound the probability that this algorithm requires many more tests than the expected number. This has applications to the allocation of spectrum to cognitive radios, in the case where a database gives prior information that a particular band will be occupied.
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