Developing an agent-based model to minimize spreading of malicious information in dynamic social networks.

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2023-04-12 DOI:10.1007/s10588-023-09375-6
Mustafa Alassad, Muhammad Nihal Hussain, Nitin Agarwal
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引用次数: 1

Abstract

This research introduces a systematic and multidisciplinary agent-based model to interpret and simplify the dynamic actions of the users and communities in an evolutionary online (offline) social network. The organizational cybernetics approach is used to control/monitor the malicious information spread between communities. The stochastic one-median problem minimizes the agent response time and eliminates the information spread across the online (offline) environment. The performance of these methods was measured against a Twitter network related to an armed protest demonstration against the COVID-19 lockdown in Michigan state in May 2020. The proposed model demonstrated the dynamicity of the network, enhanced the agent level performance, minimized the malicious information spread, and measured the response to the second stochastic information spread in the network.

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开发一个基于代理的模型,以最大限度地减少恶意信息在动态社交网络中的传播。
本研究引入了一个系统的、多学科的基于agent的模型来解释和简化在线(离线)社交网络中用户和社区的动态行为。采用组织控制论的方法对恶意信息在社区间的传播进行控制和监控。随机一中值问题最大限度地减少了代理响应时间,并消除了在线(离线)环境中传播的信息。这些方法的效果是在与2020年5月在密歇根州举行的反对新冠肺炎封锁的武装抗议示威相关的推特网络中进行的。该模型展示了网络的动态特性,提高了智能体级性能,最小化了恶意信息的传播,并测量了网络对第二次随机信息传播的响应。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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