The spreading of misinformation online

Распространение дезинформации в Интернете
H. Eugene Stanley, Guido Caldarelli, Walter Quattrociocchi, Fabiana Zollo, Fabio Petroni, Michela Del Vicario, Alessandro Bessi, Antonio Scala
2016-01-04

cascade dynamicsecho chambersmisinformation spreadingpercolation modelselective exposure
The wide availability of user-provided content in online social media facilitates the aggregation of people around common interests, worldviews, and narratives. However, the World Wide Web (WWW) also allows for the rapid dissemination of unsubstantiated rumors and conspiracy theories that often elicit rapid, large, but naive social responses such as the recent case of Jade Helm 15--where a simple military exercise turned out to be perceived as the beginning of a new civil war in the United States. In this work, we address the determinants governing misinformation spreading through a thorough quantitative analysis. In particular, we focus on how Facebook users consume information related to two distinct narratives: scientific and conspiracy news. We find that, although consumers of scientific and conspiracy stories present similar consumption patterns with respect to content, cascade dynamics differ. Selective exposure to content is the primary driver of content diffusion and generates the formation of homogeneous clusters, i.e., "echo chambers." Indeed, homogeneity appears to be the primary driver for the diffusion of contents and each echo chamber has its own cascade dynamics. Finally, we introduce a data-driven percolation model mimicking rumor spreading and we show that homogeneity and polarization are the main determinants for predicting cascades' size.
1
A data-driven percolation model of rumor spreading demonstrates that homogeneity and polarization primarily determine cascade size.
2
Facebook users consume scientific and conspiracy news with similar content consumption patterns, but their cascade dynamics differ.
3
Homogeneity is the primary driver for content diffusion, with each echo chamber exhibiting distinct cascade dynamics.
4
Selective exposure drives content diffusion and leads to formation of homogeneous clusters (echo chambers).

Misinformation spreading in online social media (Facebook) focused on scientific and conspiracy news narratives

Determinants and dynamics of content diffusion including selective exposure, formation of homogeneous clusters (echo chambers), polarization, and their effect on cascade dynamics and size; validated with quantitative analysis and a data-driven percolation model

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2016-01-04
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H. Eugene Stanley
Guido Caldarelli
Walter Quattrociocchi
Fabiana Zollo
Fabio Petroni
Michela Del Vicario
Alessandro Bessi
Antonio Scala
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