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On the optimality of some group testing algorithms (1705.02708v1)
Published 7 May 2017 in cs.IT, math.IT, and math.PR
Abstract: We consider Bernoulli nonadaptive group testing with $k = \Theta(n\theta)$ defectives, for $\theta \in (0,1)$. The practical definite defectives (DD) detection algorithm is known to be optimal for $\theta \geq 1/2$. We give a new upper bound on the rate of DD, showing that DD is strictly suboptimal for $\theta < 0.41$. We also show that the SCOMP algorithm and algorithms based on linear programming achieve a rate at least as high as DD, so in particular are also optimal for $\theta \geq 1/2$.