English

Superlinear lower bounds for multipass graph processing

Computational Complexity 2016-02-10 v4 Data Structures and Algorithms

Abstract

We prove n1+Ω(1/p)/pO(1)n^{1+\Omega(1/p)}/p^{O(1)} lower bounds for the space complexity of pp-pass streaming algorithms solving the following problems on nn-vertex graphs: * testing if an undirected graph has a perfect matching (this implies lower bounds for computing a maximum matching or even just the maximum matching size), * testing if two specific vertices are at distance at most 2(p+1)2(p+1) in an undirected graph, * testing if there is a directed path from ss to tt for two specific vertices ss and tt in a directed graph. Prior to our result, it was known that these problems require Ω(n2)\Omega(n^2) space in one pass, but no n1+Ω(1)n^{1+\Omega(1)} lower bound was known for any p2p\ge 2. These streaming results follow from a communication complexity lower bound for a communication game in which the players hold two graphs on the same set of vertices. The task of the players is to find out whether the sets of vertices at distance exactly p+1p+1 from a specific vertex intersect. The game requires a significant amount of communication only if the players are forced to speak in a specific difficult order. This is reminiscent of lower bounds for communication problems such as indexing and pointer chasing. Among other things, our line of attack requires proving an information cost lower bound for a decision version of the classic pointer chasing problem and a direct sum type theorem for the disjunction of several instances of this problem.

Keywords

Cite

@article{arxiv.1212.6925,
  title  = {Superlinear lower bounds for multipass graph processing},
  author = {Venkatesan Guruswami and Krzysztof Onak},
  journal= {arXiv preprint arXiv:1212.6925},
  year   = {2016}
}
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