Searchability of networks -: art. no. 046117

被引:57
作者
Rosvall, M [1 ]
Grönlund, A
Minnhagen, P
Sneppen, K
机构
[1] Umea Univ, Dept Theoret Phys, S-90187 Umea, Sweden
[2] NORDITA, DK-2100 Copenhagen, Denmark
[3] Niels Bohr Inst, DK-2100 Copenhagen, Denmark
关键词
D O I
10.1103/PhysRevE.72.046117
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 investigate the searchability of complex systems in terms of their interconnectedness. Associating searchability with the number and size of branch points along the paths between the nodes, we find that scale-free networks are relatively difficult to search, and thus that the abundance of scale-free networks in nature and society may reflect an attempt to protect local areas in a highly interconnected network from nonrelated communication. In fact, starting from a random node, real-world networks with higher order organization like modular or hierarchical structure are even more difficult to navigate than random scale-free networks. The searchability at the node level opens the possibility for a generalized hierarchy measure that captures both the hierarchy in the usual terms of trees as in military structures, and the intrinsic hierarchical nature of topological hierarchies for scale-free networks as in the Internet.
引用
收藏
页数:8
相关论文
共 33 条
[1]   Search in power-law networks [J].
Adamic, L.A. ;
Lukose, R.M. ;
Puniyani, A.R. ;
Huberman, B.A. .
Physical Review E - Statistical, Nonlinear, and Soft Matter Physics, 2001, 64 (4 II) :461351-461358
[2]   Technological networks and the spread of computer viruses [J].
Balthrop, J ;
Forrest, S ;
Newman, MEJ ;
Williamson, MM .
SCIENCE, 2004, 304 (5670) :527-529
[3]   Topological properties of citation and metabolic networks [J].
Bilke, S ;
Peterson, C .
PHYSICAL REVIEW E, 2001, 64 (03) :5
[4]   Centrality and network flow [J].
Borgatti, SP .
SOCIAL NETWORKS, 2005, 27 (01) :55-71
[5]   Scale-free networks are ultrasmall [J].
Cohen, R ;
Havlin, S .
PHYSICAL REVIEW LETTERS, 2003, 90 (05) :4
[6]   Corporate elite networks and governance changes in the 1980s [J].
Davis, GF ;
Greve, HR .
AMERICAN JOURNAL OF SOCIOLOGY, 1997, 103 (01) :1-37
[7]   Searching in small-world networks [J].
de Moura, APS ;
Motter, AE ;
Grebogi, C .
PHYSICAL REVIEW E, 2003, 68 (03) :5
[9]   Modularity and extreme edges of the Internet [J].
Eriksen, KA ;
Simonsen, I ;
Maslov, S ;
Sneppen, K .
PHYSICAL REVIEW LETTERS, 2003, 90 (14) :4
[10]   SET OF MEASURES OF CENTRALITY BASED ON BETWEENNESS [J].
FREEMAN, LC .
SOCIOMETRY, 1977, 40 (01) :35-41