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A Survey of Twitter Rumor Spreading Simulations

机译:Twitter谣言传播模拟调查

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摘要

Viral marketing, marketing techniques that use pre-existing social networks, has experienced a significant encouragement in the last years. In this scope, Twitter is the most studied social network in viral marketing and the rumor spread is a widely researched problem. This paper contributes with a survey of research works which study rumor diffusion in Twitter. Moreover, the most useful aspects of these works to build new multi-agent based simulations dealing with this interesting and complex problem are discussed. The main four research lines in rumor dissemination found and discussed in this paper are: exploratory data analysis, rumor detection, epidemiological modeling, and multi-agent based social simulation. The survey shows that the reproducibility in the specialized literature has to be considerably improved. Finally, a free and open-source simulation tool implementing several of the models considered in this survey is presented.
机译:病毒式营销,即使用现有社交网络的营销技巧,在最近几年受到了极大的鼓励。在这个范围内,Twitter是病毒式营销中研究最多的社交网络,谣言传播是一个被广泛研究的问题。本文有助于对研究谣言在Twitter上传播的研究工作进行调查。此外,讨论了这些工作中最有用的方面,以构建新的基于多主体的模拟来处理这个有趣而复杂的问题。在本文中发现和讨论的有关谣言传播的主要四个研究领域是:探索性数据分析,谣言检测,流行病学建模和基于多主体的社会模拟。调查表明,专业文献的可重复性必须大大提高。最后,提供了一个免费的开放源代码仿真工具,该工具实现了本次调查中考虑的几种模型。

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