Finding a planted clique by adaptive probing

March 28, 2019 ยท The Ethereal ยท ๐Ÿ› Latin American Journal of Probability and Mathematical Statistics

๐Ÿ”ฎ THE ETHEREAL: The Ethereal
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Authors Miklรณs Z. Rรกcz, Benjamin Schiffer arXiv ID 1903.12050 Category math.CO: Combinatorics Cross-listed cs.DM, cs.DS, math.PR Citations 15 Venue Latin American Journal of Probability and Mathematical Statistics Last Checked 2 months ago
Abstract
We consider a variant of the planted clique problem where we are allowed unbounded computational time but can only investigate a small part of the graph by adaptive edge queries. We determine (up to logarithmic factors) the number of queries necessary both for detecting the presence of a planted clique and for finding the planted clique. Specifically, let $G \sim G(n,1/2,k)$ be a random graph on $n$ vertices with a planted clique of size $k$. We show that no algorithm that makes at most $q = o(n^2 / k^2 + n)$ adaptive queries to the adjacency matrix of $G$ is likely to find the planted clique. On the other hand, when $k \geq (2+ฮต) \log_2 n$ there exists a simple algorithm (with unbounded computational power) that finds the planted clique with high probability by making $q = O( (n^2 / k^2) \log^2 n + n \log n)$ adaptive queries. For detection, the additive $n$ term is not necessary: the number of queries needed to detect the presence of a planted clique is $n^2 / k^2$ (up to logarithmic factors).
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