Detecting rich-club ordering in complex networks

被引:691
作者
Colizza, V
Flammini, A
Serrano, MA
Vespignani, A [1 ]
机构
[1] Indiana Univ, Sch Informat, Bloomington, IN 47406 USA
[2] Indiana Univ, Dept Phys, Bloomington, IN 47406 USA
基金
美国国家科学基金会;
关键词
Complex networks;
D O I
10.1038/nphys209
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Uncovering the hidden regularities and organizational principles of networks arising in physical systems ranging from the molecular level to the scale of large communication infrastructures is the key issue in understanding their fabric and dynamical properties(1-5). The 'rich-club' phenomenon refers to the tendency of nodes with high centrality, the dominant elements of the system, to form tightly interconnected communities, and it is one of the crucial properties accounting for the formation of dominant communities in both computer and social sciences(4-8). Here, we provide the analytical expression and the correct null models that allow for a quantitative discussion of the rich-club phenomenon. The presented analysis enables the measurement of the rich-club ordering and its relation with the function and dynamics of networks in examples drawn from the biological, social and technological domains.
引用
收藏
页码:110 / 115
页数:6
相关论文
共 28 条
[1]   Statistical mechanics of complex networks [J].
Albert, R ;
Barabási, AL .
REVIEWS OF MODERN PHYSICS, 2002, 74 (01) :47-97
[2]   Complex networks - Augmenting the framework for the study of complex systems [J].
Amaral, LAN ;
Ottino, JM .
EUROPEAN PHYSICAL JOURNAL B, 2004, 38 (02) :147-162
[3]   Emergence of scaling in random networks [J].
Barabási, AL ;
Albert, R .
SCIENCE, 1999, 286 (5439) :509-512
[4]   The architecture of complex weighted networks [J].
Barrat, A ;
Barthélemy, M ;
Pastor-Satorras, R ;
Vespignani, A .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2004, 101 (11) :3747-3752
[5]  
BIANCONI G, EMERGENCE LARGE CLIN
[6]   Cut-offs and finite size effects in scale-free networks [J].
Boguña, M ;
Pastor-Satorras, R ;
Vespignani, A .
EUROPEAN PHYSICAL JOURNAL B, 2004, 38 (02) :205-209
[7]   Class of correlated random networks with hidden variables -: art. no. 036112 [J].
Boguñá, M ;
Pastor-Satorras, R .
PHYSICAL REVIEW E, 2003, 68 (03) :13
[8]   Characterization and modeling of protein-protein interaction networks [J].
Colizza, V ;
Flammini, A ;
Maritan, A ;
Vespignani, A .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2005, 352 (01) :1-27
[9]  
De Solla Price D.J., 1963, LITTLE SCI BIG SCI
[10]   Evolution of networks [J].
Dorogovtsev, SN ;
Mendes, JFF .
ADVANCES IN PHYSICS, 2002, 51 (04) :1079-1187