Robustness and assortativity for diffusion-like processes in scale-free networks

被引:62
|
作者
D'Agostino, G. [1 ]
Scala, A. [2 ,3 ,4 ]
Zlatic, V. [5 ]
Caldarelli, G. [4 ,6 ]
机构
[1] CR Casaccia, ENEA, I-00123 Rome, Italy
[2] Univ Roma La Sapienza, CNR, ISC, I-00185 Rome, Italy
[3] Univ Roma La Sapienza, Dept Phys, I-00185 Rome, Italy
[4] London Inst Math Sci, London W1K 2NY, England
[5] Rudjer Boskovic Inst, Div Theoret Phys, HR-10002 Zagreb, Croatia
[6] IMT Lucca Inst Adv Studies, I-55100 Lucca, Italy
关键词
COMPLEX NETWORKS; MIXING PATTERNS; EPIDEMIC; DYNAMICS;
D O I
10.1209/0295-5075/97/68006
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
By analysing the diffusive dynamics of epidemics and of distress in complex networks, we study the effect of the assortativity on the robustness of the networks. We first determine by spectral analysis the thresholds above which epidemics/failures can spread; we then calculate the slowest diffusional times. Our results shows that disassortative networks exhibit a higher epidemiological threshold and are therefore easier to immunize, while in assortative networks there is a longer time for intervention before epidemic/failure spreads. Moreover, we study by computer simulations the sandpile cascade model, a diffusive model of distress propagation (financial contagion). We show that, while assortative networks are more prone to the propagation of epidemic/failures, degree-targeted immunization policies increases their resilience to systemic risk. Copyright (C) EPLA, 2012
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页数:5
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