The spreading of misinformation online
Распространение дезинформации в Интернете
2016-01-04
SCID: 54.1/75u2bqrv
Discuss with AI
cascade dynamicsecho chambersmisinformation spreadingpercolation modelselective exposure
Figures from the paper
Abstract (AI)
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.
Key Findings
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).
Research Object
Misinformation spreading in online social media (Facebook) focused on scientific and conspiracy news narratives
Research Subject
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
Publication Details
Publication Date
2016-01-04
Journal
Publisher
ISSN
Access Type
Author Information
Download PDF
Subscribe to digest