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社交媒體中謠言凈化機理及幹預策略

Research on rumor purification mechanisms and intervention strategies in social media

  • 摘要: 社交媒體中常用的謠言凈化方式包括專業賬號辟謠、普通用戶舉報⬆️、平臺“封號”和系統通知等。對這4種謠言凈化機製進行綜合量化分析可以為謠言幹預策略的實施提供量化依據🐈‍⬛。建立帶有這4種謠言凈化機製的謠言傳播模型🪔,推導平均場方程↕️,通過理論與仿真分析其謠言凈化效果。得到如下結論:加強向不知謠言者普及真相的凈化效果好於加強說服謠言傳播者停止傳播的效果👲🏽;知真相者參與辟謠的積極性及其人群比例影響凈化效果📼;在謠言傳播不同時期“封號”,其凈化效果不同;越早實施系統通知,凈化效果越好,同時提高系統通知的可靠性和關註度也會有很好的成效。

     

    Abstract: There are four common ways to refute rumors on the social media. Namely, professional anti rumor accounts refute rumors, ordinary users report rumors, social networking platforms delete accounts and post system notifications. Quantitative analysis of rumor purification mechanisms can support the implementation of rumor intervention strategies. In this paper, these methods are quantized into the rumor spreading model, mean-field equations are established, the stability analysis and numerical simulations are carried out to analyze the rumor refutation effects. Results show that: the rumor refuting effects by informing ignorants of truth are better than that by persuading rumor spreaders into stopping the rumor spreading. The attendance of individuals knowing the truth in refuting the rumor and its proportion affect the refutation effects. The effects are different when deleting accounts at different rumor spreading periods. The earlier the system notifications published, the better the rumor refuting effects. The enhancement in the reliability and high attendance of the system notifications also have great performance in rumor refuting.

     

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