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Immunization of complex networks

Romualdo Pastor‐SatorrasAlessandro Vespignani

Abstract

Complex networks such as the sexual partnership web or the Internet often show a high degree of redundancy and heterogeneity in their connectivity properties. This peculiar connectivity provides an ideal environment for the spreading of infective agents. Here we show that the random uniform immunization of individuals does not lead to the eradication of infections in all complex networks. Namely, networks with scale-free properties do not acquire global immunity from major epidemic outbreaks even in the presence of unrealistically high densities of randomly immunized individuals. The absence of any critical immunization threshold is due to the unbounded connectivity fluctuations of scale-free networks. Successful immunization strategies can be developed only by taking into account the inhomogeneous connectivity properties of scale-free networks. In particular, targeted immunization schemes, based on the nodes' connectivity hierarchy, sharply lower the network's vulnerability to epidemic attacks.

Complex Network Analysis TechniquesMisinformation and Its ImpactsBacteriophages and microbial interactionsImmunizationComplex networkScale-free networkComputer scienceThe InternetRedundancy (engineering)Computer networkDistributed computingBiologyImmunology

Funding

  • National Science Foundation
Citations
1,278
FWCI
16.89
field-weighted impact
References
29
Percentile
100%
vs. same field & year
Citations per year
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References
Emergence of Scaling in Random Networks
Science · 1999 · 35,882 citations
Infection dynamics on scale-free networks
Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics · 2001 · 762 citations
Epidemic Spreading in Scale-Free Networks
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Collective dynamics of ‘small-world’ networks
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