社交媒体平台谣言的早期自动检测Early Detection of Rumors in Social Media
刘知远,宋长河,杨成
摘要(Abstract):
在社交媒体服务迅速发展与普及的今天,谣言传播以前所未有的迅猛之势对人类社会产生着巨大的影响。同时,人工智能技术的异军突起,也为社交媒体平台的谣言自动检测提供了可能。谣言检测现有方法通常是,通过学习某条社交媒体信息的所有转发或评论的语义表示,来预测该条社交媒体信息是否为谣言。然而,是否能在谣言引起严重的社会影响之前尽早有效做出判断(谣言早期检测)至关重要,这一问题在以往的研究中尚未得到很好的解决。本文总结了现有社交媒体平台谣言自动检测的主要技术路线,并探讨了进行谣言早期检测的可能性。
关键词(KeyWords): 谣言;早期检测;深度神经网络;社交媒体
基金项目(Foundation): 国家社会科学基金重大招标项目(批准号:13&ZD190)的支持
作者(Author): 刘知远,宋长河,杨成
DOI: 10.16602/j.gmj.20180036
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