Uncorrelated random networks

被引:76
作者
Burda, Z
Krzywicki, A
机构
[1] Univ Bielefeld, Fak Phys, D-33501 Bielefeld, Germany
[2] Jagiellonian Univ, Inst Phys, PL-30059 Krakow, Poland
[3] Univ Paris 11, Phys Theor Lab, F-91405 Orsay, France
关键词
D O I
10.1103/PhysRevE.67.046118
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 define a statistical ensemble of nondegenerate graphs, i.e., graphs without multiple-connections and self-connections between nodes. The node degree distribution is arbitrary, but the nodes are assumed to be uncorrelated. This completes our earlier publication [Phys. Rev. 64, 046118 (2001)] where trees and degenerate graphs were considered. An efficient algorithm generating nondegenerate graphs is constructed. The corresponding computer code is available on request. Finite-size effects in scale-free graphs, i.e., those where the tail of the degree distribution falls like n(-beta), are carefully studied. We find that in the absence of dynamical internode correlations the degree distribution is cut at a degree value scaling like N-gamma, with gamma = min[1/2,1/(beta-1)], where N is the total number of nodes. The consequence is that, independently of any specific model, the internode correlations seem to be a necessary ingredient of the physics of scale-free networks observed in nature.
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页数:7
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