Exactly solvable scale-free network model

被引:30
|
作者
Iguchi, K
Yamada, H
机构
[1] Hari, Anan, Tokushima 774-0003
[2] Niigata 950-2002
关键词
D O I
10.1103/PhysRevE.71.036144
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
We study a deterministic scale-free network recently proposed by Barabasi, Ravasz, and Vicsek. We find that there are two types of nodes: the hub and rim nodes, which form a bipartite structure of the network. We first derive the exact numbers P(k) of nodes with degree k for the hub and rim nodes in each generation of the network, respectively. Using this, we obtain the exact exponents of the distribution function P(k) of nodes with k degree in the asymptotic limit of k ->infinity. We show that the degree distribution for the hub nodes exhibits the scale-free nature, P(k)proportional to k(-gamma) with gamma=ln 3/ln 2=1.584 962, while the degree distribution for the rim nodes is given by P(k)proportional to e(-gamma')k with gamma(')=ln(3/2)=0.405 465. Second, we analytically calculate the second-order average degree of nodes, d. Third, we numerically as well as analytically calculate the spectra of the adjacency matrix A for representing topology of the network. We also analytically obtain the exact number of degeneracies at each eigenvalue in the network. The density of states (i.e., the distribution function of eigenvalues) exhibits the fractal nature with respect to the degeneracy. Fourth, we study the mathematical structure of the determinant of the eigenequation for the adjacency matrix. Fifth, we study hidden symmetry, zero modes, and its index theorem in the deterministic scale-free network. Finally, we study the nature of the maximum eigenvalue in the spectrum of the deterministic scale-free network. We will prove several theorems for it, using some mathematical theorems. Thus, we show that most of all important quantities in the network theory can be analytically obtained in the deterministic scale-free network model of Barabasi, Ravasz, and Vicsek. Therefore, we may call this network model the exactly solvable scale-free network.
引用
收藏
页数:11
相关论文
共 50 条
  • [21] A Novel Scale-Free Network Model with Accelerating Growth
    Li, Huan
    Lue, Jinhu
    [J]. ISCAS: 2009 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOLS 1-5, 2009, : 1693 - 1696
  • [22] Potts model with invisible states on a scale-free network
    Sarkanych, P.
    Krasnytska, M.
    [J]. CONDENSED MATTER PHYSICS, 2023, 26 (01)
  • [23] Consensus on scale-free network
    Wang, Hua
    Guo, Yi
    [J]. 2008 AMERICAN CONTROL CONFERENCE, VOLS 1-12, 2008, : 748 - 752
  • [24] Scale-free homophilic network
    de Almeida, Mauricio L.
    Mendes, Gabriel A.
    Viswanathan, G. Madras
    da Silva, Luciano R.
    [J]. EUROPEAN PHYSICAL JOURNAL B, 2013, 86 (02):
  • [25] Scale-free homophilic network
    Maurício L. de Almeida
    Gabriel A. Mendes
    G. Madras Viswanathan
    Luciano R. da Silva
    [J]. The European Physical Journal B, 2013, 86
  • [26] Scale-free network of earthquakes
    Abe, S
    Suzuki, N
    [J]. EUROPHYSICS LETTERS, 2004, 65 (04): : 581 - 586
  • [27] A Novel Evolution Model of Collaboration Network Based on Scale-Free Network
    Liu, Hong-tao
    Pei, Dong
    Wu, Yu
    [J]. CONVERGENCE AND HYBRID INFORMATION TECHNOLOGY, 2012, 310 : 148 - 155
  • [28] On weightd scale-free network model with tunable clustering and congesstion
    Wang Dan
    Jin Xiao-Zheng
    [J]. ACTA PHYSICA SINICA, 2012, 61 (22)
  • [29] Dynamical phase transition in the Ising model on a scale-free network
    Krawiecki, A
    [J]. INTERNATIONAL JOURNAL OF MODERN PHYSICS B, 2005, 19 (32): : 4769 - 4776
  • [30] On the evolution of scale-free topologies with a gene regulatory network model
    Nicolau, Miguel
    Schoenauer, Marc
    [J]. BIOSYSTEMS, 2009, 98 (03) : 137 - 148