Export citation

Export citation

Choose format for download:

Download Citation
  • Access by Xinjiang University

Growing network model for community with group structure

Jae Dong Noh1, Hyeong-Chai Jeong2, Yong-Yeol Ahn3, and Hawoong Jeong3

  • 1Department of Physics, Chungnam National University, Daejeon 305-764, Korea
  • 2Department of Physics and IFP, Sejong University, Seoul 143-747, Korea
  • 3Department of Physics, Korea Advanced Institute of Science and Technology, Daejeon 305-701, Korea

Phys. Rev. E 71, 036131 – Published 23 March, 2005

DOI: https://doi.org/10.1103/PhysRevE.71.036131

Abstract

We propose a growing network model for a community with a group structure. The community consists of individual members and groups, gatherings of members. The community grows as a new member is introduced by an existing member at each time step. The new member then creates a new group or joins one of the groups of the introducer. We investigate the emerging community structure analytically and numerically. The group size distribution shows a power-law distribution for a variety of growth rules, while the activity distribution follows an exponential or a power law depending on the details of the growth rule. We also present an analysis of empirical data from online communities the “Groups” in http://www.yahoo.com and the “Cafe” in http://www.daum.net, which show a power-law distribution for a wide range of group sizes.

Article Text

References (24)

  1. D. J. Watts and S. H. Strogatz, Nature (London) 393, 440 (1998).
  2. R. Albert, H. Jeong, and A.-L. Barabási, Nature (London) 401, 130 (1999).
  3. R. Albert and A.-L. Barabási, Rev. Mod. Phys. 74, 47 (2002).
  4. S. N. Dorogovtsev and J. F. F.Mendes, Adv. Phys. 51, 1079 (2002).
  5. M. E. J. Newman, SIAM Rev. 45, 167 (2003).
  6. A.-L. Barabási and R. Albert, Science 286, 509 (1999); A.-L. Barabási, R. Albert, and H. Jeong, Physica A 272, 173 (1999).
  7. http://www.yahoo.com
  8. http://www.daum.net
  9. For instance, the Daum Cafe has grown up with more than 3×106 of groups and 28×106 of members since it was first launched in 1999.
  10. M. E. J. Newman, S. H. Strogatz, and D. J. Watts, Phys. Rev. E 64, 026118 (2001).
  11. M. L. Goldstein, S. A. Morris, and G. G. Yen, cond-mat/0409205.
  12. M. E. J. Newman, Proc. Natl. Acad. Sci. U.S.A. 98, 404 (2001); Phys. Rev. E 64, 016131 (2001); ibid.64, 016132 (2001).
  13. M. E. J.Newman, Phys. Rev. E 68, 026121 (2003).
  14. M. Girvan and M. E.J.Newman, Proc. Natl. Acad. Sci. U.S.A. 99, 7821 (2002).
  15. E. Ravasz, A. L. Somera, D. A. Mongru, Z. N. Oltvai, and A.-L. Baraási, Science 297, 1551 (2002); E. Ravasz and A.-L. Barabási, Phys. Rev. E 67, 026112 (2003).
  16. D. J. Watts, P. S. Dodds, and M. E. J. Newman, Science 296, 1302 (2002).
  17. A. E. Motter, T. Nishikawa, and Y.-C. Lai, Phys. Rev. E 68, 036105 (2003).
  18. B. Skyrms and R. Pemantle, Proc. Natl. Acad. Sci. U.S.A. 97, 9340 (2000).
  19. E. M. Jin, M. Girvan, and M. E .J. Newman, Phys. Rev. E 64, 046132 (2001).
  20. A. Grönlund and P. Holme, Phys. Rev. E 70, 036108 (2004).
  21. D.-H. Kim, G. J. Rodgers, B. Kahng, and D. Kim, cond-mat/0310233.
  22. The dynamics of opening a new group or joining an existing group is analogous to the copy and growth dynamics of the Simon model (see e.g., Ref. [23]).
  23. S. Bornholdt and H. Ebel, Phys. Rev. E 64, 035104 (2001).
  24. The Yahoo groups can be divided into 16 categories and 18165 subcategories and the Daum cafes into 22 categories and 825 subcategories. We also find that the group size distribution in each category also has a similar fat tail.

Outline

Information

Sign In to Your Journals Account

Filter

Filter

Article Lookup

Enter a citation