Literature DB >> 12059641

Geometric fractal growth model for scale-free networks.

S Jung1, S Kim, B Kahng.   

Abstract

We introduce a deterministic model for scale-free networks, whose degree distribution follows a power law with the exponent gamma. At each time step, each vertex generates its offspring, whose number is proportional to the degree of that vertex with proportionality constant m-1 (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 gamma = 1+ln(2m-1)/ln m. Thus, by tuning m, the degree exponent can be adjusted in the range, 2 < gamma < 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, d approximately ln N/ln K macro, where N is system size, and k macro 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.

Year:  2002        PMID: 12059641     DOI: 10.1103/PhysRevE.65.056101

Source DB:  PubMed          Journal:  Phys Rev E Stat Nonlin Soft Matter Phys        ISSN: 1539-3755


  7 in total

1.  Classification of scale-free networks.

Authors:  Kwang-Il Goh; Eulsik Oh; Hawoong Jeong; Byungnam Kahng; Doochul Kim
Journal:  Proc Natl Acad Sci U S A       Date:  2002-09-18       Impact factor: 11.205

2.  Artefacts in statistical analyses of network motifs: general framework and application to metabolic networks.

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Authors:  Hohyun Jung; Frederick Kin Hing Phoa
Journal:  Entropy (Basel)       Date:  2021-04-22       Impact factor: 2.524

4.  Structure Properties of Generalized Farey graphs based on Dynamical Systems for Networks.

Authors:  Wenchao Jiang; Yinhu Zhai; Paul Martin; Zhiming Zhao
Journal:  Sci Rep       Date:  2018-08-15       Impact factor: 4.379

5.  Average trapping time on weighted directed Koch network.

Authors:  Zikai Wu; Yu Gao
Journal:  Sci Rep       Date:  2019-10-10       Impact factor: 4.379

6.  Influences of degree inhomogeneity on average path length and random walks in disassortative scale-free networks.

Authors:  Zhongzhi Zhang; Yichao Zhang; Shuigeng Zhou; Ming Yin; Jihong Guan
Journal:  J Math Phys       Date:  2009-03-30       Impact factor: 1.488

7.  Geometric assortative growth model for small-world networks.

Authors:  Yilun Shang
Journal:  ScientificWorldJournal       Date:  2014-01-23
  7 in total

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