All Scale-Free Networks Are Sparse

被引:107
|
作者
Del Genio, Charo I. [1 ]
Gross, Thilo [1 ]
Bassler, Kevin E. [2 ,3 ]
机构
[1] Max Planck Inst Phys Komplexer Syst, D-01187 Dresden, Germany
[2] Univ Houston, Dept Phys, Houston, TX 77204 USA
[3] Univ Houston, Houston Sci Ctr 202, Texas Ctr Superconduct, Houston, TX 77204 USA
关键词
1ST-ORDER PHASE-TRANSITIONS; COMPLEX NETWORKS; INTERNET; WEB;
D O I
10.1103/PhysRevLett.107.178701
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
We study the realizability of scale-free networks with a given degree sequence, showing that the fraction of realizable sequences undergoes two first-order transitions at the values 0 and 2 of the power-law exponent. We substantiate this finding by analytical reasoning and by a numerical method, proposed here, based on extreme value arguments, which can be applied to any given degree distribution. Our results reveal a fundamental reason why large scale-free networks without constraints on minimum and maximum degree must be sparse.
引用
收藏
页数:4
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