The Capacity of Bernoulli Nonadaptive Group Testing

被引:21
作者
Aldridge, Matthew [1 ,2 ]
机构
[1] Univ Bath, Dept Math, Bath BA2 7AY, Avon, England
[2] Heilbronn Inst Math Res, Bristol BS8 1SN, Avon, England
关键词
Group testing; sparse models; channel capacity; ALGORITHMS;
D O I
10.1109/TIT.2017.2748564
中图分类号
TP [自动化技术、计算机技术];
学科分类号
080201 [机械制造及其自动化];
摘要
We consider nonadaptive group testing with Bernoulli tests, where each item is placed in each test independently with some fixed probability. We give a tight threshold on the maximum number of tests required to find the defective set under optimal Bernoulli testing. Achievability is given by a result of Scarlett and Cevher; here we give a converse hound showing that this result is best possible. Our new converse requires three parts: a typicality bound generalising the trivial counting bound, a converse on the COMP algorithm of Chan et al., and a bound on the SSS algorithm similar to that given by Aldridge, Baldassini, and Johnson. Our result has a number of important corollaries, in particular that, in denser cases, Bernoulli nonadaptive group testing is strictly worse than the best adaptive strategies.
引用
收藏
页码:7142 / 7148
页数:7
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