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Communities from Seed Sets

  • Reid Andersen, University of California, USA
  • Kevin J. Lang, Yahoo Research, USA

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Expanding a seed set into a larger community is a common procedure in link-based analysis. We show how to adapt recent results from theoretical computer science to expand a seed set into a community with small conductance and a strong relationship to the seed, while examining only a small neighborhood of the entire graph. We extend existing results to give theoretical guarantees that apply to a variety of seed sets from specified communities. We also describe simple and flexible heuristics for applying these methods in practice, and present early experiments showing that these methods compare favorably with existing approaches.

Citation

Andersen, R. and Lang, K. J. 2006. Communities from seed sets. In Proceedings of the 15th International Conference on World Wide Web (Edinburgh, Scotland, May 23 - 26, 2006). WWW '06. ACM Press, New York, NY, 223-232.
DOI= http://doi.acm.org/10.1145/1135777.1135814

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