Discovering Co-author Relationship in Bibliographic Data Using Similarity Measures and Random Walk Model

  • Ngoc Tu Luong
  • Tuong Tri Nguyen
  • Jason J. Jung
  • Dosam Hwang
Conference paper
Part of the Lecture Notes in Computer Science book series (LNCS, volume 9011)

Abstract

Discovering the research communities to bring techniques to the world is an interesting topic. In this paper we use the DBLP data to investigate the co-author relationship in a real bibliographic network and predict the interactions between co-authors. We analysis the research trend of authors and conferences based on extracted keywords from paper titles. We can understand research fields and change of research trend to find appropriate co-authors and conferences to submit our work. We also find potential co-authors for an existing author in DBLP data by using a variety of similarity measures and a random walk model. It can be useful for building a recommendation system.

Keywords

DBLP Co-author Similarity Random walk Bibliographic 

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. 1.
    Dblp (digital bibliography & library project) bibliography database. http://www.informatik.uni-trier.de/~ley/db/
  2. 2.
  3. 3.
  4. 4.
    Cha, S.H.: Comprehensive survey on distance/similarity measures between probability density functions. International Journal of Mathematical Models and Methods in Applied Sciences 1(4), 300–307 (2007)MathSciNetGoogle Scholar
  5. 5.
    Deng, H., King, I., Lyu, M.R.: Formal models for expert finding on DBLP bibliography data. In: Proceedings of the 8th IEEE International Conference on Data Mining (ICDM 2008), Pisa, Italy, December 15–19, 2008, pp. 163–172 (2008)Google Scholar
  6. 6.
    Deza, E., Deza, M.: Dictionary of Distances. North-Holland (2006)Google Scholar
  7. 7.
    Han, S., He, D., Brusilovsky, P., Yue, Z.: Coauthor prediction for junior researchers. In: Greenberg, A.M., Kennedy, W.G., Bos, N.D. (eds.) SBP 2013. LNCS, vol. 7812, pp. 274–283. Springer, Heidelberg (2013) CrossRefGoogle Scholar
  8. 8.
    Jung, J.J.: Ubiquitous conference management system for mobile recommendation services based on mobilizing social networks: A case study of u-conference. Expert Systems with Applications 38(10), 12786–12790 (2011)CrossRefGoogle Scholar
  9. 9.
    Ley, M.: The DBLP computer science bibliography: evolution, research issues, perspectives. In: Laender, A.H.F., Oliveira, A.L. (eds.) SPIRE 2002. LNCS, vol. 2476, p. 1. Springer, Heidelberg (2002) CrossRefGoogle Scholar
  10. 10.
    Ley, M.: Dblp - some lessons learned. PVLDB 2(2), 1493–1500 (2009)MathSciNetGoogle Scholar
  11. 11.
    Li, J., Xia, F., Wang, W., Chen, Z., Asabere, N.Y., Jiang, H.: Acrec: a co-authorship based random walk model for academic collaboration recommendation. In: 23rd International World Wide Web Conference, WWW 2014, Companion Volume, Seoul, Republic of Korea, April 7–11, 2014, pp. 1209–1214 (2014)Google Scholar
  12. 12.
    Pham, X.H., Nguyen, T.T., Jung, J.J., Hwang, D.: Extending HITS algorithm for ranking locations by using geotagged resources. In: Hwang, D., Jung, J.J., Nguyen, N.-T. (eds.) ICCCI 2014. LNCS, vol. 8733, pp. 332–341. Springer, Heidelberg (2014) Google Scholar
  13. 13.
    Rajaraman, A., Ullman, J.D.: Mining of Massive Datasets. Cambridge University Press, New York (2011) CrossRefGoogle Scholar
  14. 14.
    Sun, Y., Barber, R., Gupta, M., Aggarwal, C.C., Han, J.: Co-author relationship prediction in heterogeneous bibliographic networks. In: International Conference on Advances in Social Networks Analysis and Mining, ASONAM 2011, Kaohsiung, Taiwan, 25–27 July 2011, pp. 121–128 (2011)Google Scholar
  15. 15.
    Zaïane, O.R., Chen, J., Goebel, R.: Mining research communities in bibliographical data. In: Zhang, H., Spiliopoulou, M., Mobasher, B., Giles, C.L., McCallum, A., Nasraoui, O., Srivastava, J., Yen, J. (eds.) WebKDD 2007. LNCS, vol. 5439, pp. 59–76. Springer, Heidelberg (2009) CrossRefGoogle Scholar

Copyright information

© Springer International Publishing Switzerland 2015

Authors and Affiliations

  • Ngoc Tu Luong
    • 1
  • Tuong Tri Nguyen
    • 1
  • Jason J. Jung
    • 2
  • Dosam Hwang
    • 1
  1. 1.Department of Computer EngineeringYeungnam UniversityGyeongsanKorea
  2. 2.School of Computer EngineeringChung-Ang UniversitySeoulKorea

Personalised recommendations