Visibility and exploitation in social networks

IF 0.4 4区 计算机科学 Q4 COMPUTER SCIENCE, THEORY & METHODS Mathematical Structures in Computer Science Pub Date : 2023-12-19 DOI:10.1017/s0960129523000397
Rustam Galimullin, Mina Young Pedersen
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Abstract

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.

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社交网络中的可见度和利用
社交媒体不是一个中立的渠道。网上发布信息的可见度取决于很多因素,如网络结构、内容的情绪波动性以及社交媒体平台的设计。在本文中,我们使用形式化的方法来研究社交网络中代理和信息的可见性,以及网络被利用的脆弱性。我们引入了一种模态逻辑来推理由代理人组成的社交网络,这些代理人可以互相关注、发布和分享信息。我们的研究表明,通过对系统施加一些简单的规则,潜在的恶意代理可以利用网络的构造来发布不受欢迎的观点,而这些观点可能会传播给许多代理。该网络以静态和动态两种形式呈现。我们证明了相应逻辑系统的完备性、可表达性和模型检查问题复杂性结果。
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来源期刊
Mathematical Structures in Computer Science
Mathematical Structures in Computer Science 工程技术-计算机:理论方法
CiteScore
1.50
自引率
0.00%
发文量
30
审稿时长
12 months
期刊介绍: Mathematical Structures in Computer Science is a journal of theoretical computer science which focuses on the application of ideas from the structural side of mathematics and mathematical logic to computer science. The journal aims to bridge the gap between theoretical contributions and software design, publishing original papers of a high standard and broad surveys with original perspectives in all areas of computing, provided that ideas or results from logic, algebra, geometry, category theory or other areas of logic and mathematics form a basis for the work. The journal welcomes applications to computing based on the use of specific mathematical structures (e.g. topological and order-theoretic structures) as well as on proof-theoretic notions or results.
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