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arXiv:1201.4145cs.SI

The Role of Social Networks in Information Diffusion

Eytan Bakshy, Itamar Rosenn, Cameron Marlow, Lada Adamic

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Abstract

Online social networking technologies enable individuals to simultaneously share information with any number of peers. Quantifying the causal effect of these technologies on the dissemination of information requires not only identification of who influences whom, but also of whether individuals would still propagate information in the absence of social signals about that information. We examine the role of social networks in online information diffusion with a large-scale field experiment that randomizes exposure to signals about friends' information sharing among 253 million subjects in situ. Those who are exposed are significantly more likely to spread information, and do so sooner than those who are not exposed. We further examine the relative role of strong and weak ties in information propagation. We show that, although stronger ties are individually more influential, it is the more abundant weak ties who are responsible for the propagation of novel information. This suggests that weak ties may play a more dominant role in the dissemination of information online than currently believed.

arXiv comments
10 pages, 7 figures. In the Proceedings of ACM WWW 2012, April 16-20, 2012, Lyon, France
Journal reference
DOI
Subjects
cs.SISocial and Information Networks physics.soc-phPhysics and Society

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Discussed in comments1 thread

    • I'm sure Facebook's Data Science team does a lot of interesting things internally. They do in fact have some interesting papers [0] and [1], though obviously with more of an 'academic' feel than the blog post. [0]: http://arxiv.org/abs/1111.4503 [1]…

      taliesinbView on HNParent context

    • Just found this cool paper from Facebook: http://arxiv.org/pdf/1201.4145.pdf It goes some way to answering the dynamics question.

      taliesinbView on HNParent context

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