International Symposium on Methodologies for Intelligent Systems

Foundations of Intelligent Systems pp 458-464 | Cite as

Author Disambiguation

  • Aleksandra Campar
  • Burcu Kolbay
  • Hector Aguilera
  • Iva Stankovic
  • Kaiser Co
  • Fabien Rico
  • Djamel A. Zighed
Conference paper
Part of the Lecture Notes in Computer Science book series (LNCS, volume 9384)

Abstract

This paper proposes a novel approach in incorporating several metadata such as citations, co-authorship, titles, and keywords to identify real authors in author disambiguation task. Classification schemes make use of these variables to identify authorship. The methodology performed in this paper is: (1) coarse grouping of article by the use of focus names, (2) Applying a model using paper metadata to identify same authorship, and (3) separate the true authors having the same focus name.

Keywords

Author disambiguation Entity resolution Focus names Supervised learning Name matching 

References

  1. 1.
    Han, H., Giles, L., Zha, H., Li, C., Tsioutsiouliklis, K.: Two supervised learning approaches for name disambiguation in author citations. In: Proceedings of the 2004 Joint ACM/IEEE Conference on Digital Libraries, IEEE (2004)Google Scholar
  2. 2.
    Huynh, T., Hoang, K., Do, T., Huynh, D.: Vietnamese author name disambiguation for integrating publications from heterogeneous sources. In: Selamat, A., Nguyen, N.T., Haron, H. (eds.) ACIIDS 2013, Part I. LNCS, vol. 7802, pp. 226–235. Springer, Heidelberg (2013) CrossRefGoogle Scholar
  3. 3.
    Levin, M., Krawczyk, S., Bethard, S., Jurafsky, D.: Citation-based bootstrapping for large-scale author disambiguation. J. Am. Soc. Inf. Sci. Technol. 63(5), 1030–1047 (2012)CrossRefGoogle Scholar
  4. 4.
    Levin, F.H., Heuser, C.A.: Evaluating the use of social networks in author name disambiguation in digital libraries. J. Inf. Data Manage. 1.2, 183 (2010)Google Scholar
  5. 5.
    Newman, M.E.J.: Coauthorship networks and patterns of scientific collaboration. In: Proceedings of the National Academy of Sciences, 101, 1 (2004)Google Scholar
  6. 6.
    McRae-Spencer, D.M., Shadbolt, NR.: Also by the same author: AKTiveAuthor, a citation graph approach to name disambiguation. In: Proceedings of the 6th ACM/IEEE-CS joint conference on Digital libraries, ACM (2006)Google Scholar
  7. 7.
    Fan, X., Wang, J., Pu, X., Zhou, L., Lv, B.: On graph-based name disambiguation. J. Data Inf. Qual. (JDIQ) 2.2, 10 (2011)Google Scholar
  8. 8.
    Francisco, R.D., Fabien, R., Adrian, T., Djamel, A.Z.: Data Mining based approach for authors disambiguation in large citation networks. In: 60th ISI World Statistics Congress (ISI2015). Rio, 26–31, July 2015Google Scholar
  9. 9.
    Gruenheid, A., Xin, L.D., Srivastava, D.: Incremental record linkage. In: International Conference On Very Large Data Base (VLDB2014)Google Scholar
  10. 10.
    Blei, D.M., Jordan, M.I., Ng, A.Y.: Latent dirichlet allocation. J. Mach. Learn. Res. 3, 993–1022 (2003)MATHGoogle Scholar
  11. 11.
    Carpenter, B.: Integrating out multinomial parameters in latent Dirichlet allocation and naive Bayes for collapsed Gibbs sampling. Rapport Technique, 4 (2010)Google Scholar
  12. 12.
    Jaccard, P.: The distribution of the flora in the alpine zone. 1. New Phytol 11(2), 37–50 (1912)CrossRefGoogle Scholar
  13. 13.
    Lerman, I.C.: Classification et analyse ordinale des données. Dunod, ch. Indice de Similarité et préordonance associée (1981)Google Scholar

Copyright information

© Springer International Publishing Switzerland 2015

Authors and Affiliations

  • Aleksandra Campar
    • 1
  • Burcu Kolbay
    • 1
  • Hector Aguilera
    • 1
  • Iva Stankovic
    • 1
  • Kaiser Co
    • 1
  • Fabien Rico
    • 2
  • Djamel A. Zighed
    • 3
  1. 1.Erasmus Mundus DMKMLyon 2 UniversityLyonFrance
  2. 2.ERIC LaboratoryLyon 1 UniversityVilleurbanneFrance
  3. 3.ISHLyon 2 UniversityLyonFrance

Personalised recommendations