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A Local Algorithm for Finding Dense Subgraphs

2007/02/13 by Andersen, Reid · 1 citation
#Computational Complexity (cs.CC) #Data Structures and Algorithms (cs.DS) #F.2.2 #FOS: Computer and information sciences #G.2.2

paper · doi:10.48550/arxiv.cs/0702078

Abstract

We present a local algorithm for finding dense subgraphs of bipartite graphs, according to the definition of density proposed by Kannan and Vinay. Our algorithm takes as input a bipartite graph with a specified starting vertex, and attempts to find a dense subgraph near that vertex. We prove that for any subgraph S with k vertices and density theta, there are a significant number of starting vertices within S for which our algorithm produces a subgraph S' with density theta / O(log n) on at most O(D k2) vertices, where D is the maximum degree. The running time of the algorithm is O(D k2), independent of the number of vertices in the graph.

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