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Small but slow world: How network topology and burstiness slow down spreading
Physical Review E · 2011 · Vol. 83(2) · pp. 025102–025102
Márton Karsai✉(Aalto University)Mikko Kivelä(Aalto University)Raj Kumar Pan(Aalto University)Kimmo Kaski(Aalto University)János Kertész(Aalto University)Albert-Ĺaszló Barabási(Northeastern University)Jari Saramäki(Aalto University)
Abstract
While communication networks show the small-world property of short paths, the spreading dynamics in them turns out slow. Here, the time evolution of information propagation is followed through communication networks by using empirical data on contact sequences and the susceptible-infected model. Introducing null models where event sequences are appropriately shuffled, we are able to distinguish between the contributions of different impeding effects. The slowing down of spreading is found to be caused mainly by weight-topology correlations and the bursty activity patterns of individuals.
Complex Network Analysis TechniquesOpinion Dynamics and Social InfluenceHuman Mobility and Location-Based AnalysisBurstinessTopology (electrical circuits)Network topologyComputer scienceProperty (philosophy)Null modelDistributed computingComputer networkMathematicsNetwork packet
MeSH terms
Models, TheoreticalSocial SupportTime FactorsPoisson DistributionInformation Dissemination
Citations
658
FWCI
42.83
field-weighted impact
References
27
Percentile
100%
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Citations per year
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Trends in Ecology & Evolution · 1991 · 1,487 citations
The Strength of Weak Ties
American Journal of Sociology · 1973 · 38,010 citations
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