政大機構典藏-National Chengchi University Institutional Repository(NCCUR):Item 140.119/67034

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政大機構典藏 > 教育學院 > 教育學系 > 期刊論文 > Item 140.119/67034

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题名:	An efficient two-phase spam filtering method based on e-mails categorization
作者:	許志堅 Sheu, Jyh-Jian
贡献者:	傳播學院
关键词:	Data mining;decision tree;security;spam filtering
日期:	2009.05
上传时间:	2014-06-30 18:06:19 (UTC+8)
摘要:	The e-mail`s header session usually contains important attributes such as e-mail title, sender`s name, sender`s e-mail address, sending date, which are helpful to classication of e-mails. In this paper, we apply decision tree data mining technique to header`s basic attributes to analyze the association rules of spam e-mails and propose an efficient spam ¯ltering method to accurately identify spam and legitimate e-mails. According to the experiment of applying numerous Chinese e-mails to our spam ¯ltering method, we obtain the following excellent datums: the Accuracy is 96.5%, the Precision is 96.67%, and the Re-call is 96.3%. Thus, the method proposed in this paper can e±ciently identify the spam e-mails by checking only the header sessions, which can reduce the cost for calculation.
關聯:	International Journal of Network Security, 8(3), 334-343
数据类型:	article
显示于类别:	[教育學系] 期刊論文

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档案	描述	大小	格式	浏览次数
334-343.pdf		185Kb	Adobe PDF2	979	检视/开启

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