Rumor Detection for Persian Tweets

被引:0
作者
Zamani, Somayeh [1 ]
Asadpour, Masoud [2 ]
Moazzami, Dara [1 ]
机构
[1] Univ Tehran, Coll Engn Sci, Tehran, Iran
[2] Univ Tehran, Sch Elect & Comp Engn, Tehran, Iran
来源
2017 25TH IRANIAN CONFERENCE ON ELECTRICAL ENGINEERING (ICEE) | 2017年
关键词
component; Online Social Networks; Rumor Detection; Supervised Machine Learning; Twitter; NETWORKS;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Nowadays, striking growth of online social media has led to easier and faster spreading of rumors on cyber space, in addition to tradition ways. In this paper, rumor detection on Persian Twitter community has been addressed for the first time by exploring and analyzing the significances of two categories of rumor features: Structural and Content-based features. While applying both feature sets leads to precision more than 80%, precision around 70% using only structural features has been obtained. Moreover, we show how features of users tending to produce and spread rumors are effective in rumor detection process. Also, the experiments have led to learning of a language model of collected rumors. Finally, all features have been ranked and the most discriminative ones have been discussed.
引用
收藏
页码:1532 / 1536
页数:5
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