Exact scaling properties of a hierarchical network model

被引:56
作者
Noh, JD [1 ]
机构
[1] Univ Saarland, D-66041 Saarbrucken, Germany
关键词
D O I
10.1103/PhysRevE.67.045103
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 report on the exact results for the degree K, the diameter D, the clustering coefficient C, and the betweenness centrality B of a hierarchical network model with a replication factor M. Such quantities are calculated exactly with the help of recursion relations. Using the results, we show that (i) the degree distribution follows a power law P-K similar to K-gamma with gamma = 1 + ln M/ln(M-1), (ii) the diameter grows logarithmically as D similar to ln N with the number of nodes N, (iii) the clustering coefficient of each node is inversely proportional to its degree, C proportional to 1/K, and the average clustering coefficient is nonzero in the infinite N limit, and (iv) the betweenness centrality distribution follows a power law P-B similar to B-2. We discuss a classification scheme of scale-free networks into the universality class with the clustering property and the betweenness centrality distribution.
引用
收藏
页数:4
相关论文
共 21 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]   Emergence of scaling in random networks [J].
Barabási, AL ;
Albert, R .
SCIENCE, 1999, 286 (5439) :509-512
[4]   Scale-free networks are ultrasmall [J].
Cohen, R ;
Havlin, S .
PHYSICAL REVIEW LETTERS, 2003, 90 (05) :4
[5]   Pseudofractal scale-free web [J].
Dorogovtsev, SN ;
Goltsev, AV ;
Mendes, JFF .
PHYSICAL REVIEW E, 2002, 65 (06) :1-066122
[6]   Classification of scale-free networks [J].
Goh, KI ;
Oh, E ;
Jeong, H ;
Kahng, B ;
Kim, D .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2002, 99 (20) :12583-12588
[7]   Universal behavior of load distribution in scale-free networks [J].
Goh, KI ;
Kahng, B ;
Kim, D .
PHYSICAL REVIEW LETTERS, 2001, 87 (27) :278701-278701
[8]  
GOH KI, CONDMAT0210224
[9]  
Holme Petter, 2002, Phys Rev E Stat Nonlin Soft Matter Phys, V65, P066109
[10]   The large-scale organization of metabolic networks [J].
Jeong, H ;
Tombor, B ;
Albert, R ;
Oltvai, ZN ;
Barabási, AL .
NATURE, 2000, 407 (6804) :651-654