A statistical mechanics approach for scale-free networks and finite-scale networks

被引:14
作者
Bianconi, Ginestra [1 ]
机构
[1] Abdus Salam Int Ctr Theoret Phys, I-34014 Trieste, Italy
关键词
D O I
10.1063/1.2720642
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We present a statistical mechanics approach for the description of complex networks. We first define an energy and an entropy, associated with a degree distribution, which have a geometrical interpretation. Next we evaluate the distribution that extremizes the free energy of the network. We find two important limiting cases: a scale-free degree distribution and a finite-scale degree distribution. The size of the space of allowed simple networks given these distributions is evaluated in the large network limit. Results are compared with simulations of algorithms generating these networks.(c) 2007 American Institute of Physics.
引用
收藏
页数:6
相关论文
共 29 条
  • [1] Statistical mechanics of complex networks
    Albert, R
    Barabási, AL
    [J]. REVIEWS OF MODERN PHYSICS, 2002, 74 (01) : 47 - 97
  • [2] Size and form in efficient transportation networks
    Banavar, JR
    Maritan, A
    Rinaldo, A
    [J]. NATURE, 1999, 399 (6732) : 130 - 132
  • [3] Emergence of scaling in random networks
    Barabási, AL
    Albert, R
    [J]. SCIENCE, 1999, 286 (5439) : 509 - 512
  • [4] Correlated random networks -: art. no. 228701
    Berg, J
    Lässig, M
    [J]. PHYSICAL REVIEW LETTERS, 2002, 89 (22) : 228701 - 228701
  • [5] Condensation in the Backgammon model
    Bialas, P
    Burda, Z
    Johnston, D
    [J]. NUCLEAR PHYSICS B, 1997, 493 (03) : 505 - 516
  • [6] Loops of any size and Hamilton cycles in random scale-free networks
    Bianconi, G
    Marsili, M
    [J]. JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT, 2005, : 75 - 88
  • [7] Growing Cayley trees described by a Fermi distribution
    Bianconi, G
    [J]. PHYSICAL REVIEW E, 2002, 66 (03): : 1 - 036116
  • [8] Size of quantum networks
    Bianconi, G
    [J]. PHYSICAL REVIEW E, 2003, 67 (05) : 6
  • [9] Bose-Einstein condensation in complex networks
    Bianconi, G
    Barabási, AL
    [J]. PHYSICAL REVIEW LETTERS, 2001, 86 (24) : 5632 - 5635
  • [10] Uncorrelated random networks
    Burda, Z
    Krzywicki, A
    [J]. PHYSICAL REVIEW E, 2003, 67 (04) : 7