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Sampling bias in user attribute estimation of OSNs

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Published:13 May 2013Publication History

ABSTRACT

Recent work on unbiased sampling of OSNs has focused on estimation of the network characteristics such as degree distributions and clustering coefficients. In this work we shift the focus to node attributes. We show that existing sampling methods produce biased outputs and need modifications to alleviate the bias.

References

  1. V. D. Blondel et al. Fast unfolding of communities in large networks. Journal of Statistical Mechanics: Theory and Experiment, 2008(10):P10008, 2008.Google ScholarGoogle ScholarCross RefCross Ref
  2. S. Currarini et al. An economic model of friendship: Homophily, minorities, and segregation. Econometrica, 77(4):1003--1045, 2009.Google ScholarGoogle ScholarCross RefCross Ref
  3. M. Gjoka et al. Walking in facebook: A case study of unbiased sampling of osns. In IEEE INFOCOM 2010. Google ScholarGoogle ScholarDigital LibraryDigital Library
  4. A. S. Maiya and T. Y. Berger-Wolf. Sampling community structure. In WWW 2010. Google ScholarGoogle ScholarDigital LibraryDigital Library

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  1. Sampling bias in user attribute estimation of OSNs

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    • Published in

      cover image ACM Other conferences
      WWW '13 Companion: Proceedings of the 22nd International Conference on World Wide Web
      May 2013
      1636 pages
      ISBN:9781450320382
      DOI:10.1145/2487788

      Copyright © 2013 Copyright is held by the owner/author(s)

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      Association for Computing Machinery

      New York, NY, United States

      Publication History

      • Published: 13 May 2013

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      Acceptance Rates

      WWW '13 Companion Paper Acceptance Rate831of1,250submissions,66%Overall Acceptance Rate1,899of8,196submissions,23%

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