A review of fractality and self-similarity in complex networks

被引:139
作者
Gallos, Lazaros K. [1 ,2 ]
Song, Chaoming [1 ,2 ]
Makse, Hernan A. [1 ,2 ]
机构
[1] CUNY City Coll, Levich Inst, New York, NY 10031 USA
[2] CUNY City Coll, Dept Phys, New York, NY 10031 USA
基金
美国国家科学基金会;
关键词
complex networks; fractal networks; self-similarity; renormalization;
D O I
10.1016/j.physa.2007.07.069
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
We review recent findings of self-similarity in complex networks. Using the box-covering technique, it was shown that many networks present a fractal behavior, which is seemingly in contrast to their small-world property. Moreover, even non-fractal networks have been shown to present a self-similar picture under renormalization of the length scale. These results have an important effect in our understanding of the evolution and behavior of such systems. A large number of network properties can now be described through a set of simple scaling exponents, in analogy with traditional fractal theory. (C) 2007 Published by Elsevier B.V.
引用
收藏
页码:686 / 691
页数:6
相关论文
共 11 条
[1]  
[Anonymous], 1983, New York
[2]   Emergence of scaling in random networks [J].
Barabási, AL ;
Albert, R .
SCIENCE, 1999, 286 (5439) :509-512
[3]  
Bunde A., 1996, FRACTALS DISORDERED, DOI DOI 10.1007/978-3-642-84868-1
[4]   Scale-free networks are ultrasmall [J].
Cohen, R ;
Havlin, S .
PHYSICAL REVIEW LETTERS, 2003, 90 (05) :4
[5]   Scaling theory of transport in complex biological networks [J].
Gallos, Lazaros K. ;
Song, Chaoming ;
Havlin, Shlomo ;
Makse, Hernan A. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2007, 104 (19) :7746-7751
[6]  
MILGRAM S, 1967, PSYCHOL TODAY, V1, P61
[7]   The size of the giant component of a random graph with a given degree sequence [J].
Molloy, M ;
Reed, B .
COMBINATORICS PROBABILITY & COMPUTING, 1998, 7 (03) :295-305
[8]   How to calculate the fractal dimension of a complex network: the box covering algorithm [J].
Song, Chaoming ;
Gallos, Lazaros K. ;
Havlin, Shlomo ;
Makse, Hernan A. .
JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT, 2007,
[9]   Origins of fractality in the growth of complex networks [J].
Song, CM ;
Havlin, S ;
Makse, HA .
NATURE PHYSICS, 2006, 2 (04) :275-281
[10]   Self-similarity of complex networks [J].
Song, CM ;
Havlin, S ;
Makse, HA .
NATURE, 2005, 433 (7024) :392-395