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Research of spam filtering system based on latent semantic analysis and MD5
Zhang, Qiu-Yu2; Sun, Jing-Tao2; Yan, Xiao-Wen3; Huang, Wen-Nan1
刊名Dianzi Keji Daxue Xuebao/Journal of the University of Electronic Science and Technology of China
2007-12-01
卷号36期号:6页码:1223-1227
关键词Electronic mail Feature extraction Genetic algorithms Filtering technique Latent Semantic Analysis Message digests Naive-Bayes algorithm Semantic analysis Slipping windows Spam filtering Spam filtering technique
ISSN号10010548
英文摘要Along with the widespread concern of spam problem, at present, there are spam filtering system about the problem of semantic imperfection and spam filter low effect in the multi-send spam. This paper proposes a model of spam filtering which based on Latent Semantic Analysis (LSA) and Message-Digest algorithm 5 (MD5). By making use of the LSA marks the latent feature phrase in the spam, a semantic analysis is introduced into the spam filtering technique; the 'e-mail fingerprint' of multi-send spam is born with MD5 on the LSA analytical foundation, the problem of filtering technique's low effect in the multi-send spam is resolved with this kind of method. We design a spam filtering system based on this model. This system is evaluated with an optional dataset. The results obtained are compared with Naive Bayes algorithm filter experiment results. The experiments show the expected results, and the feasibility and advantage of the new spam filtering method is validated.
语种中文
出版者Univ. of Electronic Science and Technology of China
内容类型期刊论文
源URL[http://ir.lut.edu.cn/handle/2XXMBERH/112240]  
专题计算机与通信学院
作者单位1.Department of Computer Science and Technology, Shaanxi University of Technology, Hanzhong 723003, China
2.School of Computer and Communication, Lanzhou University of Technology, Lanzhou 730050, China;
3.Shaanxi Xiyu Highway Corporation Ltd., Hancheng 715400, China;
推荐引用方式
GB/T 7714
Zhang, Qiu-Yu,Sun, Jing-Tao,Yan, Xiao-Wen,et al. Research of spam filtering system based on latent semantic analysis and MD5[J]. Dianzi Keji Daxue Xuebao/Journal of the University of Electronic Science and Technology of China,2007,36(6):1223-1227.
APA Zhang, Qiu-Yu,Sun, Jing-Tao,Yan, Xiao-Wen,&Huang, Wen-Nan.(2007).Research of spam filtering system based on latent semantic analysis and MD5.Dianzi Keji Daxue Xuebao/Journal of the University of Electronic Science and Technology of China,36(6),1223-1227.
MLA Zhang, Qiu-Yu,et al."Research of spam filtering system based on latent semantic analysis and MD5".Dianzi Keji Daxue Xuebao/Journal of the University of Electronic Science and Technology of China 36.6(2007):1223-1227.
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