Discovering Large Dense Subgraphs in Massive Graphs

@inproceedings{Gibson2005DiscoveringLD,
  title={Discovering Large Dense Subgraphs in Massive Graphs},
  author={David Gibson and Ravi Kumar and Andrew Tomkins},
  booktitle={VLDB},
  year={2005}
}
We present a new algorithm for finding large, dense subgraphs in massive graphs. Our algorithm is based on a recursive application of fingerprinting via shingles, and is extremely efficient, capable of handling graphs with tens of billions of edges on a single machine with modest resources. We apply our algorithm to characterize the large, dense subgraphs of a graph showing connections between hosts on the World Wide Web; this graph contains over 50M hosts and 11B edges, gathered from 2.1B web… CONTINUE READING
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