Skip to main content

Automatic Generation of Semantic Metadata as Basis for User Modeling and Adaptation

  • Chapter
Advances in Ubiquitous User Modelling

Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 5830))

Abstract

With the help of the simple and world-wide accepted technique of tagging, users can help to collaboratively provide metadata over previously uncharted collections of multimedia documents. However, the semantics of tags are rather limited and not always as helpful in disclosing a dataset as a proper ontology can be. In this paper we introduce the Relco framework that applies syntactic, semantic and collaborative techniques to connect tags to ontological concepts, which helps to quickly get more semantics about a tag. We demonstrate the applicability of our techniques in two concrete Web applications: one in the educational domain and one in the cultural heritage domain. For the former we describe how students are better able to find the information in socially tagged videos and in the latter we also show how the used techniques allow building a faceted browser over the previously uncharted multimedia objects and we show which techniques could be applied to control the quality of user driven annotation.

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. Golder, S., Huberman, B.A.: Usage Patterns of Collaborative Tagging Systems. Journal of Information Science 32(2), 198–208 (2006)

    Article  Google Scholar 

  2. van Setten, M., Brussee, R., van Vliet, H., Gazendam, L., van Houten, Y., Veenstra, M.: On the Importance of "Who Tagged What". In: Workshop on the Social Navigation and Community-Based Adaptation Technologies, held in conjunction with Adaptive Hypermedia and Adaptive Web-Based Systems (AH 2006), Dublin, Ireland (2006)

    Google Scholar 

  3. Mika, P.: Ontologies Are Us: A Unified Model of Social Networks and Semantics. In: Gil, Y., Motta, E., Benjamins, V.R., Musen, M.A. (eds.) ISWC 2005. LNCS, vol. 3729, pp. 522–536. Springer, Heidelberg (2005)

    Chapter  Google Scholar 

  4. Choy, S.-O., Lui, A.K.: Web Information Retrieval in Collaborative Tagging Systems. In: Proceedings of the International Conference on Web Intelligence, pp. 352–355. IEEE Press, New York (2006)

    Google Scholar 

  5. Specia, L., Motta, E.: Integrating Folksomonies with the Semantic Web. In: Franconi, E., Kifer, M., May, W. (eds.) ESWC 2007. LNCS, vol. 4519, pp. 624–639. Springer, Heidelberg (2007)

    Chapter  Google Scholar 

  6. Damerau, F.J.: A Technique for Computer Detection and Correction of Spelling Errors. Communications of the ACM 7(3), 171–176 (1964)

    Article  Google Scholar 

  7. Jaro, M.A.: Advances in Record Linking Methodology as Applied to the 1985 Census of Tampa Florida. Journal of the American Statistical Society 84(406), 414–420 (1989)

    Google Scholar 

  8. Knuth, D.E.: The Art of Computer Programming: Sorting and Searching, vol. 3, pp. 394–395. Addison-Wesley, Reading (1973)

    Google Scholar 

  9. van der Sluijs, K., Houben, G.-J.: A Generic Component for Exchanging User Models between Web-based Systems. International Journal of Continuing Engineering Education and Life-Long Learning (IJCEELL), Inderscience 16(1/2), 64–76 (2006)

    Article  Google Scholar 

  10. Schraefel, M.M.C., Smith, D.A., Owens, A., Russell, A., Harris, C., Wilson, M.L.: The evolving mSpace platform: leveraging the semantic web on the trail of the memex. In: Proceedings of the sixteenth ACM conference on Hypertext and hypermedia, pp. 174–183. ACM, New York (2005)

    Chapter  Google Scholar 

  11. Hildebrand, M., van Ossenbruggen, J., Hardman, L.: /facet: A Browser for Heterogeneous Semantic Web Repositories. In: Cruz, I., Decker, S., Allemang, D., Preist, C., Schwabe, D., Mika, P., Uschold, M., Aroyo, L.M. (eds.) ISWC 2006. LNCS, vol. 4273, pp. 272–285. Springer, Heidelberg (2006)

    Chapter  Google Scholar 

  12. Brugman, H., Malaisé, V., Gazendam, L.: A Web Based General Thesaurus Browser to Support Indexing of Television and Radio Programs. In: Proceedings of the 5th international conference on Language Resources and Evaluation, LREC 2006 (2006)

    Google Scholar 

  13. Wartena, C., Brussee, R.: Topic detection by clustering keywords. In: DEXA Workshops. IEEE Computer Society, Los Alamitos (2008)

    Google Scholar 

  14. Melenhorst, M., Grootveld, M., van Setten, M., Veenstra, M.: Tag-based information retrieval of video content. In: Proceeding of the 1st international conference on Designing interactive user experiences for TV and video, Silicon Valley, California, USA, pp. 31–40

    Google Scholar 

  15. Mäkelä, E., Hyvönen, E., Saarela, S.: Ontogator - A Semantic View-Based Search Engine Service for Web Applications. In: Cruz, I., Decker, S., Allemang, D., Preist, C., Schwabe, D., Mika, P., Uschold, M., Aroyo, L.M. (eds.) ISWC 2006. LNCS, vol. 4273, pp. 847–860. Springer, Heidelberg (2006)

    Chapter  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2009 Springer-Verlag Berlin Heidelberg

About this chapter

Cite this chapter

van der Sluijs, K., Houben, GJ. (2009). Automatic Generation of Semantic Metadata as Basis for User Modeling and Adaptation. In: Kuflik, T., Berkovsky, S., Carmagnola, F., Heckmann, D., Krüger, A. (eds) Advances in Ubiquitous User Modelling. Lecture Notes in Computer Science, vol 5830. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-05039-8_5

Download citation

  • DOI: https://doi.org/10.1007/978-3-642-05039-8_5

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-05038-1

  • Online ISBN: 978-3-642-05039-8

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics