Threshold-limited spreading in social networks with multiple initiators.

Abstract:

:A classical model for social-influence-driven opinion change is the threshold model. Here we study cascades of opinion change driven by threshold model dynamics in the case where multiple initiators trigger the cascade, and where all nodes possess the same adoption threshold ϕ. Specifically, using empirical and stylized models of social networks, we study cascade size as a function of the initiator fraction p. We find that even for arbitrarily high value of ϕ, there exists a critical initiator fraction pc(ϕ) beyond which the cascade becomes global. Network structure, in particular clustering, plays a significant role in this scenario. Similarly to the case of single-node or single-clique initiators studied previously, we observe that community structure within the network facilitates opinion spread to a larger extent than a homogeneous random network. Finally, we study the efficacy of different initiator selection strategies on the size of the cascade and the cascade window.

journal_name

Sci Rep

journal_title

Scientific reports

authors

Singh P,Sreenivasan S,Szymanski BK,Korniss G

doi

10.1038/srep02330

subject

Has Abstract

pub_date

2013-01-01 00:00:00

pages

2330

issn

2045-2322

pii

srep02330

journal_volume

3

pub_type

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