A difference equation approach to statistical mechanics of complex networks

被引:0
|
作者
Jin-li Guo
机构
[1] University of Shanghai for Science and Technology,Business School
来源
Applied Mathematics and Mechanics | 2009年 / 30卷
关键词
complex network; degree distribution; scale-free network; N94; 62H12; 91D30; 90B18;
D O I
暂无
中图分类号
学科分类号
摘要
In this paper, we propose a difference equation approach to the estimation of the degree distributions in growing networks after having analyzed the disadvantages of some existing approaches. This approach can avoid logic conflicts caused by the continuum of discrete problems, and does not need the existence assumption of the stationary degree distribution in the network analysis. Using this approach, we obtain a degree distribution formula of the Poisson growth and preferential attachment network. It is rigorously shown that this network is scale-free based on the Poisson process theory and properties of Γ-distribution.
引用
收藏
页码:1063 / 1068
页数:5
相关论文
共 50 条
  • [41] A FAST ESTIMATION ALGORITHM OF COMMUNITY NUMBER IN LARGE SCALE-FREE COMPLEX NETWORKS
    Fu, Peihua
    Zhu, Shan'An
    Zhu, Anding
    Dong, Xiao
    INTERNATIONAL JOURNAL OF MODERN PHYSICS B, 2014, 28 (04):
  • [42] Statistical analysis of financial networks
    Boginski, V
    Butenko, S
    Pardalos, PM
    COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2005, 48 (02) : 431 - 443
  • [43] Exploring an edge convolution and normalization based approach for link prediction in complex networks
    Zhang, Zhiwei
    Cui, Lin
    Wu, Jia
    JOURNAL OF NETWORK AND COMPUTER APPLICATIONS, 2021, 189
  • [44] Identifying influential nodes in weighted complex networks using an improved WVoteRank approach
    Kumar, Sanjay
    Panda, Ankit
    APPLIED INTELLIGENCE, 2022, 52 (02) : 1838 - 1852
  • [45] Pinning-Controllability Analysis of Complex Networks: An M-Matrix Approach
    Song, Qiang
    Liu, Fang
    Cao, Jinde
    Yu, Wenwu
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2012, 59 (11) : 2692 - 2701
  • [46] An innovative approach for constructing a shipping index based on dynamic weighted complex networks
    Cai, Wenxue
    Liang, Fenfen
    Wan, Yanchun
    Zhong, Huiling
    Gu, Yimiao
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2021, 578
  • [47] A Novel Compressive Sampling Approach for Detecting Hard Defects in Complex Wire Networks
    Ajamian, Tzila
    Moussaoui, Said
    Dupret, Antoine
    2018 IEEE AUTOTESTCON, 2018, : 143 - 146
  • [48] An improved limited random walk approach for identification of overlapping communities in complex networks
    Bahadori, Sondos
    Moradi, Parham
    Zare, Hadi
    APPLIED INTELLIGENCE, 2021, 51 (06) : 3561 - 3580
  • [49] Identifying influential nodes in weighted complex networks using an improved WVoteRank approach
    Sanjay Kumar
    Ankit Panda
    Applied Intelligence, 2022, 52 : 1838 - 1852
  • [50] An improved limited random walk approach for identification of overlapping communities in complex networks
    Sondos Bahadori
    Parham Moradi
    Hadi Zare
    Applied Intelligence, 2021, 51 : 3561 - 3580