Title
Viral Misinformation: The Role Of Homophily And Polarization
Abstract
The spreading of unsubstantiated rumors on online social networks (OSN) either unintentionally or intentionally (e.g., for political reasons or even trolling) can have serious consequences such as in the recent case of rumors about Ebola causing disruption to health-care workers. Here we show that indicators aimed at quantifying information consumption patterns might provide important insights about the virality of false claims. In particular, we address the driving forces behind the popularity of contents by analyzing a sample of 1.2M Facebook Italian users consuming different (and opposite) types of information (science and conspiracy news). We show that users' engagement across different contents correlates with the number of friends having similar consumption patterns (homophily), indicating the area in the social network where certain types of contents are more likely to spread. Then, we test diffusion patterns on an external sample of $4,709$ intentional satirical false claims showing that neither the presence of hubs (structural properties) nor the most active users (influencers) are prevalent in viral phenomena. Instead, we found out that in an environment where misinformation is pervasive, users' aggregation around shared beliefs may make the usual exposure to conspiracy stories (polarization) a determinant for the virality of false information.
Year
DOI
Venue
2014
10.1145/2740908.2745939
WWW'15 COMPANION: PROCEEDINGS OF THE 24TH INTERNATIONAL CONFERENCE ON WORLD WIDE WEB
Keywords
Field
DocType
big data,social networks
World Wide Web,False accusation,Social network,Homophily,Sociology,Popularity,Misinformation,Big data,Influencer marketing
Journal
Volume
Citations 
PageRank 
abs/1411.2893
19
1.05
References 
Authors
20
8
Name
Order
Citations
PageRank
Aris Anagnostopoulos1105467.08
Alessandro Bessi2906.02
Guido Caldarelli338240.76
Michela Del Vicario413112.26
Fabio Petroni5191.05
Antonio Scala6191.05
Fabiana Zollo7191.05
Walter Quattrociocchi858242.16