典型文献
A data-driven model for social media fake news detection
文献摘要：
The rapid development of social media leads to the spread of a large amount of false news, which not only af-fects people's daily life but also harms the credibility of social media platforms. Therefore, detecting Chinese fake news is a challenging and meaningful task. However, existing fake news datasets from Chinese social media platforms have a rel-atively small amount of data and data collection in this field is relatively old, thus being unable to meet the requirements of further research. In consideration of this background, we release a new Chinese Weibo Fake News dataset, which contains 26320 fake news data collected from Weibo. In addition, we propose a fake news detection model based on data augment-ation that can effectively solve the problem of a lack of fake news, and we improve the generalization ability and robust-ness of the model. We conduct numerous experiments on our Chinese Weibo Fake News dataset and successfully deploy the model on the web page. The experimental performance proves the effectiveness of the proposed end-to-end model for detecting fake news on social media platforms.
文献关键词：
中图分类号：
作者姓名：
Xin Chen;Shancheng Fang;Zhendong Mao;Yongdong Zhang
作者机构：
School of Information Science and Technology,University of Science of Technology of China,Hefei 230027,China
文献出处：
引用格式：
[1]Xin Chen;Shancheng Fang;Zhendong Mao;Yongdong Zhang-.A data-driven model for social media fake news detection)[J].中国科学技术大学学报,2022(03):52-60
A类：
Fake
B类：
driven,model,social,media,fake,news,detection,rapid,development,leads,spread,large,amount,false,which,not,only,af,fects,people,daily,life,but,also,harms,credibility,platforms,Therefore,detecting,Chinese,challenging,meaningful,task,However,existing,datasets,from,have,small,collection,this,field,relatively,old,thus,being,unable,meet,requirements,further,research,In,consideration,background,release,Weibo,News,contains,collected,addition,augment,that,can,effectively,solve,problem,lack,improve,generalization,ability,robust,conduct,numerous,experiments,our,successfully,deploy,web,page,experimental,performance,proves,effectiveness,proposed,end
AB值：
0.501723
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