Text-mining-based Fake News Detection Using Ensemble Methods

doi:10.1007/s11633-019-1216-5

CASIA OpenIR > 学术期刊 > Machine Intelligence Research

	Text-mining-based Fake News Detection Using Ensemble Methods
	Harita Reddy; Namratha Raj; Manali Gala; Annappa Basava
发表期刊	International Journal of Automation and Computing
ISSN	1476-8186
	2020
卷号	17 期号:2 页码:210-221
摘要	Social media is a platform to express one′s views and opinions freely and has made communication easier than it was before. This also opens up an opportunity for people to spread fake news intentionally. The ease of access to a variety of news sources on the web also brings the problem of people being exposed to fake news and possibly believing such news. This makes it important for us to detect and flag such content on social media. With the current rate of news generated on social media, it is difficult to differentiate between genuine news and hoaxes without knowing the source of the news. This paper discusses approaches to detection of fake news using only the features of the text of the news, without using any other related metadata. We observe that a combination of stylometric features and text-based word vector representations through ensemble methods can predict fake news with an accuracy of up to 95.49%.
关键词	Fake news social media stylometric features word vectors ensemble methods.
DOI	10.1007/s11633-019-1216-5
引用统计	被引频次：41[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/42297
专题	学术期刊_Machine Intelligence Research
作者单位	Department of Computer Science and Engineering, National Institute of Technology Karnataka, Mangalore 575025, India
推荐引用方式 GB/T 7714	Harita Reddy,Namratha Raj,Manali Gala,et al. Text-mining-based Fake News Detection Using Ensemble Methods[J]. International Journal of Automation and Computing,2020,17(2):210-221.
APA	Harita Reddy,Namratha Raj,Manali Gala,&Annappa Basava.(2020).Text-mining-based Fake News Detection Using Ensemble Methods.International Journal of Automation and Computing,17(2),210-221.
MLA	Harita Reddy,et al."Text-mining-based Fake News Detection Using Ensemble Methods".International Journal of Automation and Computing 17.2(2020):210-221.

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