Geometric fractal growth model for scale-free networks

S. Jung, S. Kim, and B. Kahng
Phys. Rev. E 65, 056101 – Published 15 April 2002
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Abstract

We introduce a deterministic model for scale-free networks, whose degree distribution follows a power law with the exponent γ. At each time step, each vertex generates its offspring, whose number is proportional to the degree of that vertex with proportionality constant m1 (m>1). We consider the two cases: First, each offspring is connected to its parent vertex only, forming a tree structure. Second, it is connected to both its parent and grandparent vertices, forming a loop structure. We find that both models exhibit power-law behaviors in their degree distributions with the exponent γ=1+ln(2m1)/lnm. Thus, by tuning m, the degree exponent can be adjusted in the range, 2<γ<3. We also solve analytically a mean shortest-path distance d between two vertices for the tree structure, showing the small-world behavior, that is, dlnN/lnk¯, where N is system size, and k¯ is the mean degree. Finally, we consider the case that the number of offspring is the same for all vertices, and find that the degree distribution exhibits an exponential-decay behavior.

  • Received 17 November 2001

DOI:https://doi.org/10.1103/PhysRevE.65.056101

©2002 American Physical Society

Authors & Affiliations

S. Jung1, S. Kim1, and B. Kahng2

  • 1Nonlinear and Complex Systems Laboratory, Department of Physics, Pohang University of Science and Technology, Pohang, Kyongbuk 790-784, Korea
  • 2School of Physics and Center for Theoretical Physics, Seoul National University, Seoul 151-747, Korea

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Vol. 65, Iss. 5 — May 2002

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