Scale-free network growth by ranking

被引:93
作者
Fortunato, Santo [1 ]
Flammini, Alessandro
Menczer, Filippo
机构
[1] Indiana Univ, Sch Informat, Bloomington, IN 47406 USA
[2] Univ Bielefeld, Fak Phys, D-33501 Bielefeld, Germany
基金
美国国家科学基金会;
关键词
D O I
10.1103/PhysRevLett.96.218701
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Network growth is currently explained through mechanisms that rely on node prestige measures, such as degree or fitness. In many real networks, those who create and connect nodes do not know the prestige values of existing nodes but only their ranking by prestige. We propose a criterion of network growth that explicitly relies on the ranking of the nodes according to any prestige measure, be it topological or not. The resulting network has a scale-free degree distribution when the probability to link a target node is any power-law function of its rank, even when one has only partial information of node ranks. Our criterion may explain the frequency and robustness of scale-free degree distributions in real networks, as illustrated by the special case of the Web graph.
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页数:4
相关论文
共 17 条
  • [1] Search in power-law networks
    Adamic, L.A.
    Lukose, R.M.
    Puniyani, A.R.
    Huberman, B.A.
    [J]. Physical Review E - Statistical, Nonlinear, and Soft Matter Physics, 2001, 64 (4 II): : 461351 - 461358
  • [2] Statistical mechanics of complex networks
    Albert, R
    Barabási, AL
    [J]. REVIEWS OF MODERN PHYSICS, 2002, 74 (01) : 47 - 97
  • [3] Error and attack tolerance of complex networks
    Albert, R
    Jeong, H
    Barabási, AL
    [J]. NATURE, 2000, 406 (6794) : 378 - 382
  • [4] Emergence of scaling in random networks
    Barabási, AL
    Albert, R
    [J]. SCIENCE, 1999, 286 (5439) : 509 - 512
  • [5] Class of correlated random networks with hidden variables -: art. no. 036112
    Boguñá, M
    Pastor-Satorras, R
    [J]. PHYSICAL REVIEW E, 2003, 68 (03) : 13
  • [6] Scale-free networks from varying vertex intrinsic fitness -: art. no. 258702
    Caldarelli, G
    Capocci, A
    De Los Rios, P
    Muñoz, MA
    [J]. PHYSICAL REVIEW LETTERS, 2002, 89 (25)
  • [7] Structure of growing networks with preferential linking
    Dorogovtsev, SN
    Mendes, JFF
    Samukhin, AN
    [J]. PHYSICAL REVIEW LETTERS, 2000, 85 (21) : 4633 - 4636
  • [8] Evolution of networks
    Dorogovtsev, SN
    Mendes, JFF
    [J]. ADVANCES IN PHYSICS, 2002, 51 (04) : 1079 - 1187
  • [9] FORTUNATO S, CSCY0511006
  • [10] FORTUNATO S, 2005, COMPUTER SIMULATIONS