Skip to main content

Contextual Recommendation of Social Updates, a Tag-Based Framework

  • Conference paper
Active Media Technology (AMT 2010)

Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 6335))

Included in the following conference series:

Abstract

In this paper, we propose a framework to improve the relevance of awareness information about people and subjects, by adapting recommendation techniques to real-time web data, in order to reduce information overload. The novelty of our approach relies on the use of contextual information about people’s current activities to rank social updates which they are following on Social Networking Services and other collaborative software. The two hypothesis that we are supporting in this paper are: (i) a social update shared by person X is relevant to another person Y if the current context of Y is similar to X’s context at time of sharing; and (ii) in a web-browsing session, a reliable current context of a user can be processed using metadata of web documents accessed by the user. We discuss the validity of these hypothesis by analyzing their results on experimental data.

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

Access this chapter

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.

References

  1. Agosto, L.: Optimisation d’un Réseau Social d’Échange d’Information par Recommandation de Mise en Relation. Ph.D. thesis, Université de Savoie, France (2005)

    Google Scholar 

  2. Bauer, T., Leake, D.B.: Real time user context modeling for information retrieval agents. In: CIKM 2001: Proceedings of the Tenth International Conference on Information and Knowledge Management, pp. 568–570. ACM, New York (2001)

    Chapter  Google Scholar 

  3. Bielenberg, K., Zacher, M.: Groups in social software: Utilizing tagging to integrate individual contexts for social navigation. In: Digital Media, p. 120. University Bremen. Master of Science in Digital Media, Bremen, Germeny (2005)

    Google Scholar 

  4. Budzik, J., Fu, X., Hammond, K.: Facilitating opportunistic communication by tracking the documents people use. In: Proc. of Int. Workshop on Awareness and the WWW. ACM Conference on CSCW 2000, Philadelphia, Citeseer (2000)

    Google Scholar 

  5. Dey, A.K.: Providing Architectural Support for Building Context-Aware Applications. Ph.D. thesis, Georgia Institute of Technology (2000)

    Google Scholar 

  6. Dragunov, A., Dietterich, T., Johnsrude, K., McLaughlin, M., Li, L., Herlocker, J.: TaskTracer: a desktop environment to support multi-tasking knowledge workers. In: Proceedings of the 10th International Conference on Intelligent Uer Interfaces, pp. 75–82. ACM, New York (2005)

    Chapter  Google Scholar 

  7. Hotho, A., Jäschke, R., Schmitz, C., Stumme, G.: Information retrieval in folksonomies: Search and ranking. In: The Semantic Web: Research and Applications, pp. 411–426 (2006)

    Google Scholar 

  8. Joly, A.: Workspace Awareness without Overload: Contextual Filtering of Social Interactions. In: Smart Offices and Other Workspaces, Workshop of the Intelligent Environments 2009 Conference, Ambient Intelligence and Smart Environments, pp. 297–304. IOS Press, Amsterdam (2009)

    Google Scholar 

  9. Joly, A., Maret, P., Daigremont, J.: Context-Awareness, the Missing Block of Social Networking . International Journal of Computer Science and Applications 4(2) (2009), Special Issue on Networking Mobile Virtual Knowledge

    Google Scholar 

  10. Kleek, M.V., Karger, D.R., Schraefel, M.C.: Watching through the web: Building personal activity and Context-Aware interfaces using web activity streams. In: Proceedings of the Workshop on Understanding the User - Logging and Interpreting User Interactions in Information Search and Retrieval (UIIR-2009), in Conjunction with SIGIR-2009, Boston, MA, USA (2009)

    Google Scholar 

  11. Marlow, C., Naaman, M., Boyd, D., Davis, M.: Position paper, tagging, taxonomy, flickr, article, toread. In: Collaborative Web Tagging Workshop at WWW 2006, 31–40 (2006), http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.74.8883

  12. Mathes, A.: Folksonomies-cooperative classification and communication through shared metadata. Computer Mediated Communication (2004)

    Google Scholar 

  13. Naaman, M., Nair, R.: ZoneTag’s collaborative tag suggestions: What is this person doing in my phone? IEEE Multimedia 15(3), 34–40 (2008)

    Article  Google Scholar 

  14. Naaman, M., Boase, J., Lai, C.: Is it really about me? message content in social awareness streams. In: Proceedings of the 2010 ACM Conference on Computer Supported Cooperative Work, pp. 189–192. ACM Press, Savannah (2010)

    Chapter  Google Scholar 

  15. Niwa, S., Doi, T., Honiden, S.: Web page recommender system based on folksonomy mining for itng 2006 submissions. In: Third International Conference on Information Technology: New Generations, ITNG 2006, pp. 388–393 (2006)

    Google Scholar 

  16. Rattenbury, T., Good, N., Naaman, M.: Towards automatic extraction of event and place semantics from flickr tags. In: SIGIR 2007: Proceedings of the 30th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 103–110. ACM, New York (2007)

    Chapter  Google Scholar 

  17. Salton, G., McGill, M.J.: Introduction to Modern Information Retrieval. McGraw-Hill, Inc., New York (1986)

    Google Scholar 

  18. Vyas, D., Van De Watering, M., Eliëns, A., Van Der Veer, G.: Engineering Social Awareness in Work Environments. In: Stephanidis, C. (ed.) UAHCI 2007 (Part II). LNCS, vol. 4555, pp. 254–263. Springer, Heidelberg (2007)

    Chapter  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2010 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Joly, A., Maret, P., Daigremont, J. (2010). Contextual Recommendation of Social Updates, a Tag-Based Framework. In: An, A., Lingras, P., Petty, S., Huang, R. (eds) Active Media Technology. AMT 2010. Lecture Notes in Computer Science, vol 6335. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-15470-6_45

Download citation

  • DOI: https://doi.org/10.1007/978-3-642-15470-6_45

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-15469-0

  • Online ISBN: 978-3-642-15470-6

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics