推特中的谣言建模:概述

Rhythm Walia, M. Bhatia
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引用次数: 14

摘要

随着web 2.0的出现和几乎人人都可以使用的匿名免费互联网服务,社交媒体在传播信息方面获得了极大的普及。它已经成为广告和病毒式营销的有效渠道。人们依靠社交网络获取新闻、交流,它已经成为我们日常生活中不可或缺的一部分。但由于用户问责有限,经常被滥用于谣言的传播。这样的谣言传播会影响社交媒体的可信度,并可能造成社会恐慌。在过去的十年里,分析社交媒体上的谣言得到了研究人员的极大关注。在本文中,作者对谣言分析的工作进行了概述,这将为新的研究者提供一个跳板。他们将谣言的研究分为四类,并讨论了每一类的最新论文,对使用的不同模型的结果进行了深入分析,并对不同作者使用的方法进行了比较分析。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Modeling Rumors in Twitter: An Overview
With the advent of web 2.0 and anonymous free Internet services available to almost everyone, social media has gained immense popularity in disseminating information. It has become an effective channel for advertising and viral marketing. People rely on social networks for news, communication and it has become an integral part of our daily lives. But due to the limited accountability of users, it is often misused for the spread of rumors. Such rumor diffusion hampers the credibility of social media and may spread social panic. Analyzing rumors in social media has gained immense attention from the researchers in the past decade. In this paper the authors provide a survey of work in rumor analysis, which will serve as a stepping-stone for new researchers. They organized the study of rumors into four categories and discussed state of the art papers in each with an in-depth analysis of results of different models used and a comparative analysis between approaches used by different authors.
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