All Scale-Free Networks Are Sparse

被引:110
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
相关论文
共 30 条
[1]   Statistical mechanics of complex networks [J].
Albert, R ;
Barabási, AL .
REVIEWS OF MODERN PHYSICS, 2002, 74 (01) :47-97
[2]   Internet -: Diameter of the World-Wide Web [J].
Albert, R ;
Jeong, H ;
Barabási, AL .
NATURE, 1999, 401 (6749) :130-131
[3]   Classes of small-world networks [J].
Amaral, LAN ;
Scala, A ;
Barthélémy, M ;
Stanley, HE .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2000, 97 (21) :11149-11152
[4]  
[Anonymous], 2007, Scale-Free Networks: Complex Webs in Nature and Technology
[5]   CRITICAL PROPERTIES FROM MONTE-CARLO COARSE GRAINING AND RENORMALIZATION [J].
BINDER, K .
PHYSICAL REVIEW LETTERS, 1981, 47 (09) :693-696
[6]   FINITE SIZE SCALING ANALYSIS OF ISING-MODEL BLOCK DISTRIBUTION-FUNCTIONS [J].
BINDER, K .
ZEITSCHRIFT FUR PHYSIK B-CONDENSED MATTER, 1981, 43 (02) :119-140
[7]   FINITE-SIZE SCALING AT 1ST-ORDER PHASE-TRANSITIONS [J].
BINDER, K ;
LANDAU, DP .
PHYSICAL REVIEW B, 1984, 30 (03) :1477-1485
[8]   Complex networks: Structure and dynamics [J].
Boccaletti, S. ;
Latora, V. ;
Moreno, Y. ;
Chavez, M. ;
Hwang, D. -U. .
PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS, 2006, 424 (4-5) :175-308
[9]   Generation of uncorrelated random scale-free networks -: art. no. 027103 [J].
Catanzaro, M ;
Boguñá, M ;
Pastor-Satorras, R .
PHYSICAL REVIEW E, 2005, 71 (02)
[10]  
Del Genio CI, 2010, PLOS ONE, V5, DOI [10.1371/journal.pone.0015369, 10.1371/journal.pone.0010012]