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DSpam: Defending against spam in tagging systems via users' reliability
Wang, Yongang ; Zhai, Ennan ; Cao, Cui ; Xie, Yongqiang ; Wang, Zhaojun ; Hu, Jianbin ; Chen, Zhong
2010
英文摘要Resisting spam in tagging system is very challenging. This paper presents DSpam, a novel spam-resistant tagging system which can significantly diminish spam in tag search results with users' reliabilities. DSpam client groups other users into unfamiliar users and interacted users according to the fact whether the client has interacted with such users. For an unfamiliar user, the client computes his reliability by tagging behavior-based mechanism which reflects correlation of annotations between them. For an interacted user, the reliability includes two parts: feedback-based reliability, which indicates direct interactions between that user and the client, and recommendation reliability, which indicates the evaluation about that user from the client's friends. The client ranks search result with the average reliabilities of himself with respect to annotators of each result. Experimental results show DSpam can effectively resist tag spam and work better than existing tag search schemes. ? 2010 IEEE.; EI; 0
语种英语
DOI标识10.1109/ICPADS.2010.63
内容类型其他
源URL[http://ir.pku.edu.cn/handle/20.500.11897/295423]  
专题信息科学技术学院
推荐引用方式
GB/T 7714
Wang, Yongang,Zhai, Ennan,Cao, Cui,et al. DSpam: Defending against spam in tagging systems via users' reliability. 2010-01-01.
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