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作者:

Li, Wenbin (Li, Wenbin.) | Cheng, Yiying (Cheng, Yiying.) | Zhong, Ning (Zhong, Ning.) | Liu, Taifeng (Liu, Taifeng.) | Zhang, Xindong (Zhang, Xindong.)

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EI Scopus

摘要:

Spam filtering has witnessed a booming interest in the recent years, due to the increased abuse of email. This paper presents SpamTerminator, a personal anti-spam filtering add-in of Outlook. Outstanding characteristics of SpamTerminator are as follows. First, it provides eleven filters including rule-based, white lists, black lists, four single filters, and four ensemble filters. As a result, SpamTerminator can automatically work for users in different stages even if they do not train machine learning-based filters. Secondly, by using our proposed method named TPL (Two-Phases Learning) to combine multiple disparate classifiers, ensemble filters can achieve excellent discrimination between spam and legitimate mail. © 2009 Springer-Verlag.

关键词:

Artificial intelligence Computers Computer science Learning systems

作者机构:

  • [ 1 ] [Li, Wenbin]Shijiazhuang University of Economics, Shijiazhuang 050031, Hebei, China
  • [ 2 ] [Li, Wenbin]Beijing University of Technology, Beijing, 100022, China
  • [ 3 ] [Li, Wenbin]Hebei Normal University, Shijiazhuang 050000, Hebei, China
  • [ 4 ] [Cheng, Yiying]Shijiazhuang University of Economics, Shijiazhuang 050031, Hebei, China
  • [ 5 ] [Zhong, Ning]Beijing University of Technology, Beijing, 100022, China
  • [ 6 ] [Zhong, Ning]Dept. of Information Engineering, Maebashi Institute of Technology, 460-1 Kamisadori-Cho, Maebashi-City 371-0816, Japan
  • [ 7 ] [Liu, Taifeng]Shijiazhuang University of Economics, Shijiazhuang 050031, Hebei, China
  • [ 8 ] [Zhang, Xindong]Shijiazhuang University of Economics, Shijiazhuang 050031, Hebei, China

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来源 :

ISSN: 0302-9743

年份: 2009

卷: 5820 LNCS

页码: 376-384

语种: 英文

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