A multi-resolution approach to learning with overlapping communities

Lei Tang, Xufei Wang, Huan Liu, Lei Wang

Research output: Chapter in Book/Report/Conference proceedingConference contribution

10 Scopus citations

Abstract

The recent few years have witnessed a rapid surge of participatory web and social media, enabling a new laboratory for studying human relations and collective behavior on an unprecedented scale. In this work, we attempt to harness the predictive power of social connections to determine the preferences or behaviors of individuals such as whether a user supports a certain political view, whether one likes one product, whether he/she would like to vote for a presidential candidate, etc. Since an actor is likely to participate in multiple different communities with each regulating the actor's behavior in varying degrees, and a natural hierarchy might exist between these communities, we propose to zoom into a network at multiple different resolutions and determine which communities are informative of a targeted behavior. We develop an efficient algorithm to extract a hierarchy of overlapping communities. Empirical results on several largescale social media networks demonstrate the superiority of our proposed approach over existing ones without considering the multi-resolution or overlapping property, indicating its highly promising potential in real-world applications.

Original languageEnglish (US)
Title of host publicationSOMA 2010 - Proceedings of the 1st Workshop on Social Media Analytics
Pages14-22
Number of pages9
DOIs
StatePublished - Dec 1 2010
Event1st Workshop on Social Media Analytics, SOMA 2010 - Washington, DC, United States
Duration: Jul 25 2010Jul 25 2010

Publication series

NameSOMA 2010 - Proceedings of the 1st Workshop on Social Media Analytics

Other

Other1st Workshop on Social Media Analytics, SOMA 2010
CountryUnited States
CityWashington, DC
Period7/25/107/25/10

Keywords

  • Hierarchical clustering
  • Multi-resolution
  • Network-based classification
  • Overlapping communities
  • Social dimensions

ASJC Scopus subject areas

  • Media Technology

Cite this

Tang, L., Wang, X., Liu, H., & Wang, L. (2010). A multi-resolution approach to learning with overlapping communities. In SOMA 2010 - Proceedings of the 1st Workshop on Social Media Analytics (pp. 14-22). (SOMA 2010 - Proceedings of the 1st Workshop on Social Media Analytics). https://doi.org/10.1145/1964858.1964861