阳性块组测试

T. V. Bui, Y. M. Chee, J. Scarlett, Van Khu Vu
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引用次数: 3

摘要

群体测试的主要目标是在大量的n个项目中识别出少量的阳性项目。在这项工作中,我们考虑了一种新的组测试模型,其中输入项目是线性有序的,阳性是该顺序上连续项目的小块(在未知位置)的子集。当块数至少为1个,最多为k个,且块中的项目数最多为d个时,我们证明存在一种确定性的显式设计,该设计可以在O(poly(k, n/d)+kd)时间内用O(k2d log (n/d))次测试识别阳性。在我们提出的设计中,试验的数量比标准组合组试验的数量少至少d/ log (kd)。我们还表明,存在一种随机设计,可以在O(k(log2 (n/d)+k log k+d log k))时间内以高概率识别O(k(log (n/d)+d log k))次测试的阳性结果。
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Group Testing with Blocks of Positives
The main goal of group testing is to identify a small number of positive items among a large population of n items. In this work, we consider a new model of group testing in which the input items are linearly ordered, and the positives are subsets of small blocks (at unknown locations) of consecutive items over that order. When the number of blocks is at least one and at most k, and the number of items in a block is at most d, we show that there exists a deterministic and explicit design that can identify the positives with O(k2d log (n/d)) tests in O(poly(k, n/d)+kd) time. The number of tests in our proposed design is less than that of in standard combinatorial group testing by a factor of at least d/ log (kd). We also show that there exists a randomized design that can identify the positives with O(k(log (n/d)+d log k)) tests in O(k(log2 (n/d)+k log k+d log k)) time with high probability.
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