Clustering in complex networks.: II.: Percolation properties

被引:67
作者
Serrano, M. Angeles
Boguna, Marian
机构
[1] Indiana Univ, Sch Informat, Bloomington, IN 47406 USA
[2] Univ Barcelona, Dept Fis Fonamental, E-08028 Barcelona, Spain
关键词
Percolation (computer storage);
D O I
10.1103/PhysRevE.74.056115
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
The percolation properties of clustered networks are analyzed in detail. In the case of weak clustering, we present an analytical approach that allows us to find the critical threshold and the size of the giant component. Numerical simulations confirm the accuracy of our results. In more general terms, we show that weak clustering hinders the onset of the giant component whereas strong clustering favors its appearance. This is a direct consequence of the differences in the k-core structure of the networks, which are found to be totally different depending on the level of clustering. An empirical analysis of a real social network confirms our predictions.
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页数:8
相关论文
共 28 条
[1]  
ANDERSON R M, 1991
[2]   Generalized percolation in random directed networks -: art. no. 016106 [J].
Boguñá, M ;
Serrano, MA .
PHYSICAL REVIEW E, 2005, 72 (01)
[3]   Models of social networks based on social distance attachment -: art. no. 056122 [J].
Boguñá, M ;
Pastor-Satorras, R ;
Díaz-Guilera, A ;
Arenas, A .
PHYSICAL REVIEW E, 2004, 70 (05) :8-1
[4]   Absence of epidemic threshold in scale-free networks with degree correlations -: art. no. 028701 [J].
Boguñá, M ;
Pastor-Satorras, R ;
Vespignani, A .
PHYSICAL REVIEW LETTERS, 2003, 90 (02) :4-028701
[5]   Network robustness and fragility: Percolation on random graphs [J].
Callaway, DS ;
Newman, MEJ ;
Strogatz, SH ;
Watts, DJ .
PHYSICAL REVIEW LETTERS, 2000, 85 (25) :5468-5471
[6]   Resilience of the Internet to random breakdowns [J].
Cohen, R ;
Erez, K ;
ben-Avraham, D ;
Havlin, S .
PHYSICAL REVIEW LETTERS, 2000, 85 (21) :4626-4628
[7]   Percolation critical exponents in scale-free networks [J].
Cohen, R ;
ben-Avraham, D ;
Havlin, S .
PHYSICAL REVIEW E, 2002, 66 (03) :1-036113
[8]   k-core organization of complex networks -: art. no. 040601 [J].
Dorogovtsev, SN ;
Goltsev, AV ;
Mendes, JFF .
PHYSICAL REVIEW LETTERS, 2006, 96 (04)
[9]  
ERDOS P, 1960, B INT STATIST INST, V38, P343
[10]  
Erdos P., 1959, PUBL MATH-DEBRECEN, V6, P290, DOI [10.5486/PMD.1959.6.3-4.12, DOI 10.5486/PMD.1959.6.3-4.12]