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Streaming Algorithms for 2-Coloring Uniform Hypergraphs

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Algorithms and Data Structures (WADS 2011)

Part of the book series: Lecture Notes in Computer Science ((LNTCS,volume 6844))

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Abstract

We consider the problem of two-coloring n-uniform hypergraphs. It is known that any such hypergraph with at most \(\frac{1}{10}\sqrt{\frac{n}{\ln n}} 2^n\) 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. Erdős showed that there exist non-2-colorable n-uniform hypegraphs with O(n 2 2n) hyperedges and Θ(n 2) vertices. We show that the choice Θ(n 2) for the number of vertices in Erdös’s construction is crucial: any hypergraph with at most \(\frac{2 n^2}{t}\) vertices and \(2^n\exp(\frac{t}{8})\) 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 n 1.5, then any non-2-colorable hypergraph must have at least \(2^n \exp(\frac{\sqrt{n}}{8}) \gg n^22^n\) hyperedges. We observe that the exponential dependence on t in our result is optimal up to constant factors.

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Radhakrishnan, J., Shannigrahi, S. (2011). Streaming Algorithms for 2-Coloring Uniform Hypergraphs. In: Dehne, F., Iacono, J., Sack, JR. (eds) Algorithms and Data Structures. WADS 2011. Lecture Notes in Computer Science, vol 6844. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-22300-6_57

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  • DOI: https://doi.org/10.1007/978-3-642-22300-6_57

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-22299-3

  • Online ISBN: 978-3-642-22300-6

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