Visibility and exploitation in social networks

Social media is not a neutral channel. How visible information posted online is depends on many factors such as the network structure, the emotional volatility of the content, and the design of the social media platform. In this paper, we use formal methods to study the visibility of agents and info...

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Veröffentlicht in:Mathematical structures in computer science 2024-08, Vol.34 (7), p.615-644
Hauptverfasser: Galimullin, Rustam, Pedersen, Mina Young
Format: Artikel
Sprache:eng
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Zusammenfassung:Social media is not a neutral channel. How visible information posted online is depends on many factors such as the network structure, the emotional volatility of the content, and the design of the social media platform. In this paper, we use formal methods to study the visibility of agents and information in a social network, as well as how vulnerable the network is to exploitation. We introduce a modal logic to reason about a social network of agents that can follow each other, post, and share information. We show that by imposing some simple rules on the system, a potentially malicious agent can take advantage of the network construction to post an unpopular opinion that may reach many agents. The network is presented both in static and dynamic forms. We prove completeness, expressivity, and model checking problem complexity results for the corresponding logical systems.
ISSN:0960-1295
1469-8072
DOI:10.1017/S0960129523000397