Advertisement

Author Disambiguation Using Wikipedia-Based Explicit Semantic Analysis

  • In-Su Kang
Part of the Lecture Notes in Computer Science book series (LNCS, volume 7337)

Abstract

Author disambiguation suffers from the shortage of topical terms to identify authors. This study attempts to augment term-based topical representation of authors with the concept-based one obtained from Wikipedia-based explicit semantic analysis (ESA). Experiments showed that the use of additional ESA concepts improves author-resolving performance by 13.5%.

Keywords

Author Disambiguation Explicit Semantic Analysis Wikipedia Topical Representation 

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. 1.
    Gabrilovich, E., Markovitch, S.: Overcoming the brittleness bottleneck using wikipedia: enhancing text categorization with encyclopedic knowledge. In: Proceedings of the 21st National Conference on Artificial intelligence, pp. 1301–1306 (2006)Google Scholar
  2. 2.
    Han, H., Giles, C.L., Zha, H.: A model-based k-means algorithm for name disambiguation. In: Proceedings of Semantic Web Technologies for Searching and Retrieving Scientific Data (2003)Google Scholar
  3. 3.
    Kang, I.S.: Disambiguation of author names using co-citation. Journal of Information Management 42(3), 167–186 (2011) (in Korean) Google Scholar
  4. 4.
    Kang, I.-S., Na, S.-H.: Disambiguating Author Names Using Automatic Relevance Feedback. In: Kim, T.-h., Gelogo, Y. (eds.) UNESST 2011. CCIS, vol. 264, pp. 239–244. Springer, Heidelberg (2011)Google Scholar
  5. 5.
    Pereira, D., Ribeiro-Neto, B., Ziviani, N., Laender, A.: Using Web information for author name disambiguation. In: Proceedings of the ACM/IEEE Joint Conference on Digital Libraries (JCDL), pp. 49–58 (2009)Google Scholar
  6. 6.
    Potthast, M., Stein, B., Anderka, M.: A Wikipedia-Based Multilingual Retrieval Model. In: Macdonald, C., Ounis, I., Plachouras, V., Ruthven, I., White, R.W. (eds.) ECIR 2008. LNCS, vol. 4956, pp. 522–530. Springer, Heidelberg (2008)CrossRefGoogle Scholar
  7. 7.
    Song, Y., Huang, J., Councill, I., Li, J., Giles, C.L.: Efficient topic-based unsupervised name disambiguation. In: Proceedings of the ACM IEEE Joint Conference on Digital Libraries (JCDL), pp. 18–23 (2007)Google Scholar

Copyright information

© Springer-Verlag Berlin Heidelberg 2012

Authors and Affiliations

  • In-Su Kang
    • 1
  1. 1.School of Computer Science & EngineeringKyungsung UniversityPusanSouth Korea

Personalised recommendations