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Media-Rich Fake News Detection: A Survey

机译:富媒体虚假新闻检测:一项调查

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摘要

Fake News has been around for decades and with the advent of social media and modern day journalism at its peak, detection of media-rich fake news has been a popular topic in the research community. Given the challenges associated with detecting fake news research problem, researchers around the globe are trying to understand the basic characteristics of the problem statement. This paper aims to present an insight on characterization of news story in the modern diaspora combined with the differential content types of news story and its impact on readers. Subsequently, we dive into existing fake news detection approaches that are heavily based on text-based analysis, and also describe popular fake news data-sets. We conclude the paper by identifying 4 key open research challenges that can guide future research.
机译:假新闻已经存在了数十年,并且随着社交媒体和现代新闻事业的到来达到顶峰,检测媒体丰富的假新闻已成为研究界的热门话题。考虑到与检测假新闻研究问题相关的挑战,全世界的研究人员都在尝试了解问题陈述的基本特征。本文旨在通过结合新闻报道的不同内容类型及其对读者的影响,对现代散居中的新闻报道特征进行分析。随后,我们将深入研究现有的假新闻检测方法,这些方法主要基于基于文本的分析,还介绍了流行的假新闻数据集。本文通过确定可指导未来研究的4个关键开放研究挑战来结束本文。

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