Streaming algorithms for 2-coloring uniform hypergraphs

Radhakrishnan, Jaikumar ; Shannigrahi, Saswata (2011) Streaming algorithms for 2-coloring uniform hypergraphs Lecture Notes in Computer Science, 6844 . pp. 667-678. ISSN 0302-9743

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Official URL: http://www.springerlink.com/index/XG674NJ2J1447241...

Related URL: http://dx.doi.org/10.1007/978-3-642-22300-6_57

Abstract

We consider the problem of two-coloring n-uniform hypergraphs. It is known that any such hypergraph with at most 1/10√n/ln n 2n hyperedges can be two-colored [7]. In fact, there is an efficient (requiring polynomial time in the size of the input) randomized algorithm that produces such a coloring. As stated [7], this algorithm requires random access to the hyperedge set of the input hypergraph. In this paper, we show that a variant of this algorithm can be implemented in the streaming model (with just one pass over the input), using space O(|V|B), where V is the vertex set of the hypergraph and each vertex is represented by B bits. (Note that the number of hyperedges in the hypergraph can be superpolynomial in |V|, and it is not feasible to store the entire hypergraph in memory.) We also consider the question of the minimum number of hyperedges in non-two-colorable n-uniform hypergraphs. Erdos showed that there exist non-2-colorable n-uniform hypegraphs with O(n2 2n) hyperedges and Θ(n2) vertices. We show that the choice Θ(n2) for the number of vertices in Erdös's construction is crucial: any hypergraph with at most 2n2/t vertices and 2nexp(t/8) hyperedges is 2-colorable. (We present a simple randomized streaming algorithm to construct the two-coloring.) Thus, for example, if the number of vertices is at most n1.5, then any non-2-colorable hypergraph must have at least 2n exp(√n/8) » n22n hyperedges. We observe that the exponential dependence on t in our result is optimal up to constant factors.

Item Type:Article
Source:Copyright of this article belongs to Springer.
Keywords:Property B; Hypergraph Coloring; Streaming Algorithm; Randomized Algorithm
ID Code:89491
Deposited On:27 Apr 2012 13:41
Last Modified:19 May 2016 04:01

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