Skip to main content

Combining Topic Model and Co-author Network for KAKEN and DBLP Linking

  • Conference paper
Intelligent Information and Database Systems (ACIIDS 2012)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 7198))

Included in the following conference series:

Abstract

The Web of Data is based on two simple ideas: to employ the RDF data model to public structured data on the Web and to set explicit RDF links to interlink data items within different data sources. In this paper, we describe our experience in building a system of link discovery between KAKEN, a database provides the latest information of research projects in Japan, and the DBLP Computer Science Bibliography. Using these links one can navigate from the information of a computer scientist in KAKEN to his publications in the DBLP database. Our problem of linkage between KAKE researchers and DBLP authors is name disambiguation. We proposed combining LDA based topic model and co-author network approach to improve linkage accuracy.

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. Bizer, C., Heath, T., Idehen, K., Berners-Lee, T.: Linked data on the web. In: Proceeding of the 17th International Conference on World Wide Web, WWW 2008 (2008)

    Google Scholar 

  2. Bizer, C., Heath, T., Ayers, D., Raimond, Y.: Interlinking Open Data on the Web. In: Demonstrations Track, 4th European Semantic Web Conference, Innsbruck, Austria (2007)

    Google Scholar 

  3. Hassanzaded, O., Consens, M.: Linked movie data base. In: Proceedings of the WWW 2009 Workshop on Linked Data on the Web, Madrid, Spain (2009)

    Google Scholar 

  4. Volz, J., Bizer, C., Gaedke, M., Kobilarov, G.: Silk - a link discovery framework for the web of data. In: Proceedings of WWW 2009 Workshop on Linked Data on the Web, Madrid, Spain (2009)

    Google Scholar 

  5. Le, N.T., Ichise, R., Le, H.B.: Detecting Hidden Relations in Geographic Data. In: Proceedings of the 4th International Conference on Advances in Semantic Processing, Florence, Italy (2010)

    Google Scholar 

  6. Biryukov, M.: Co-Author Network Analysis in DBLP: Classifying Personal Names. In: 2nd International Conference on Modeling, Computation and Optimization in Information Systems and Management Sciences, Metz, France (2008)

    Google Scholar 

  7. Rosen-Zvi, M., Griffit, T., Steyvers, M., Smyth, P.: The Author-Topic Model for Authors and Documents. In: 20th Conference on Uncertainty in Artificial Intelligence, Banff, Canada (2004)

    Google Scholar 

  8. Reuther, P., Walter, B., Ley, M., Weber, A., Klink, S.: Managing the Quality of Person Names in DBLP. In: Gonzalo, J., Thanos, C., Verdejo, M.F., Carrasco, R.C. (eds.) ECDL 2006. LNCS, vol. 4172, pp. 508–511. Springer, Heidelberg (2006)

    Chapter  Google Scholar 

  9. Blei, D., Ng, A., Jordan, M.: Latent Dirichlet Allocation. Journal of Machine Learning Research (JMLR) 3, 993–1022 (2003)

    MATH  Google Scholar 

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

Tran, DH., Takeda, H., Kurakawa, K., Tran, MT. (2012). Combining Topic Model and Co-author Network for KAKEN and DBLP Linking. In: Pan, JS., Chen, SM., Nguyen, N.T. (eds) Intelligent Information and Database Systems. ACIIDS 2012. Lecture Notes in Computer Science(), vol 7198. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-28493-9_42

Download citation

  • DOI: https://doi.org/10.1007/978-3-642-28493-9_42

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-28492-2

  • Online ISBN: 978-3-642-28493-9

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics