Nothing Special   »   [go: up one dir, main page]

Skip to main content

On-Line Communities Making Scense: A Hybrid Micro-Blogging Platform Community Analysis Framework

  • Conference paper
Agent and Multi-Agent Systems. Technologies and Applications (KES-AMSTA 2012)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 7327))

Abstract

The upsurge of Micro-blogging platform attracts enterprises to use it as a public relationship tool. It also act as a new form of news source, journalists can hunt for next upcoming breaking news. It is worth to identify communities from it and reveal social relationships among community members in a timely manner. However, traditional SNA approaches are insufficient to achieve the requirement in a reasonable time. In this paper, we proposed a hybrid framework to tackle the problem. It is designed to identify the community with real social relationships automatically, that withstand dynamically changing content, have the ability to process fast and live-streaming data and provide a self-feedback mechanism to refine the result without human interference. The benefit of this framework is that average users should be able to employ it and to really understand communities in micro-blogging platforms without any or limited domain knowledge.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Subscribe and save

Springer+ Basic
$34.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or eBook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 39.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 54.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

Similar content being viewed by others

References

  1. Rothaermel, F.T., Sugiyama: Virtual internet communities and com- mercial success: individual and community-level theory grounded in the atypical case of timezone.com. Journal of Management 27(3), 297–312 (2001)

    Google Scholar 

  2. Koh, J., Kim, Y.G.: Knowledge sharing in virtual communities: an e-business perspective. Expert Systems 26(2), 155–166 (2004)

    Article  Google Scholar 

  3. Twitter, http://www.twitter.com/

  4. Yahoo meme, http://meme.yahoo.com/

  5. Plurk, http://www.plurk.com/

  6. Sina weibo, http://www.weibo.com/

  7. Pliskin, N., Romm, C., Clarke, R.: communities and society: Toward and integrated three phase model. International Journal of Information Management 17(4), 261–270 (1997)

    Article  Google Scholar 

  8. Wasserman, S., Faust, K.: Social network analysis: Methods and applications. Cambridge University Press (1994)

    Google Scholar 

  9. Everitt, B.S.: Cluster analysis (1979)

    Google Scholar 

  10. Hartigan, J.A.: Clustering algorithms. Probability and Mathematical Statistics (1975)

    Google Scholar 

  11. Garey, M., Johnson, D.: Computers and intractability: A guide to the theory of np-completeness. Freeman (1979)

    Google Scholar 

  12. Alba, R.: A graph-theoretic definition of a sociometric clique. Journal of Mathematical Sociology 3, 113–126 (1973)

    Article  MathSciNet  MATH  Google Scholar 

  13. Mokken, R.: cliques, clubs, and clans. Quality and Quantity 13, 161–173 (1979)

    Article  Google Scholar 

  14. Girvan, M., Newman, M.E.J.: Community structure in social and biological networks. Proceedings of the National Academy of Sciences 99(12), 7821–7826 (2002)

    Article  MathSciNet  MATH  Google Scholar 

  15. Wu, F., Huberman, B.A.: Finding communities in linear time: A physics approach. The European Physical Journal B-Condensed Mater 38(2), 331–338 (2004)

    Article  Google Scholar 

  16. Page, L., Brin, S., Motwani, R., Winograd, T.: The pagerank citation ranking: Bringing order to the web. Stanford Digital Libraries Working Paper (1998)

    Google Scholar 

  17. Kleinberg, J.: Authoritative sources in a hyperlinked environment. In: Proceedings of the 9th Annual ACM-SIAM Symposium on Discrete Algorithms, pp. 668–677 (1998)

    Google Scholar 

  18. Krebs, V.: Mapping networks of terrorist cells. Connections 24(3), 43–52 (2001)

    Google Scholar 

  19. Qin, J., Xu, J.J., Hu, D., Sageman, M., Chen, H.: Analyzing Terrorist Networks: A Case Study of the Global Salafi Jihad Network. In: Kantor, P., Muresan, G., Roberts, F., Zeng, D.D., Wang, F.-Y., Chen, H., Merkle, R.C. (eds.) ISI 2005. LNCS, vol. 3495, pp. 287–304. Springer, Heidelberg (2005)

    Chapter  Google Scholar 

  20. Li, Q.-M., Xu, M.-W., Hou, J., Liu, F.-Y.: Web classification based on latent semantic indexing. Journal of Communication and Computer 3(1), 24–27 (2006)

    Google Scholar 

  21. Shen, D., Sun, J.-T., Yang, Q., Chen, Z.: Latent friend mining from blog data. In: Proceedings of the Sixth International Conference on Data Mining, pp. 552–561 (2006)

    Google Scholar 

  22. Deerwester, Dumais, Furnas, Lanouauer, Harshman.: Indexing by latent semantic analysis. Journal of the American Society for Information Science 41, 391–407 (1990)

    Google Scholar 

  23. Chau, M., Xu, J.: Mining communities and their relationships in blog: A study of online hate groups. International Journal of Human-Computer Studies 65(1), 57–70 (2007)

    Article  Google Scholar 

  24. The apache cassandra project, http://cassandra.apache.org/

  25. MongoDB, http://www.mongodb.org/

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2012 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Yang, CL., Chen-Burger, YH. (2012). On-Line Communities Making Scense: A Hybrid Micro-Blogging Platform Community Analysis Framework. In: Jezic, G., Kusek, M., Nguyen, NT., Howlett, R.J., Jain, L.C. (eds) Agent and Multi-Agent Systems. Technologies and Applications. KES-AMSTA 2012. Lecture Notes in Computer Science(), vol 7327. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-30947-2_17

Download citation

  • DOI: https://doi.org/10.1007/978-3-642-30947-2_17

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-30946-5

  • Online ISBN: 978-3-642-30947-2

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics