Independent Set Size Approximation in Graph Streams

February 27, 2017 Β· Declared Dead Β· πŸ› arXiv.org

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Authors Graham Cormode, Jacques Dark, Christian Konrad arXiv ID 1702.08299 Category cs.DS: Data Structures & Algorithms Citations 6 Venue arXiv.org Last Checked 4 months ago
Abstract
We study the problem of estimating the size of independent sets in a graph $G$ defined by a stream of edges. Our approach relies on the Caro-Wei bound, which expresses the desired quantity in terms of a sum over nodes of the reciprocal of their degrees, denoted by $Ξ²(G)$. Our results show that $Ξ²(G)$ can be approximated accurately, based on a provided lower bound on $Ξ²$. Stronger results are possible when the edges are promised to arrive grouped by an incident node. In this setting, we obtain a value that is at most a logarithmic factor below the true value of $Ξ²$ and no more than the true independent set size. To justify the form of this bound, we also show an $Ξ©(n/Ξ²)$ lower bound on any algorithm that approximates $Ξ²$ up to a constant factor.
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