Evolutionary support vector machines for spam filtering

被引:0
|
作者
Stoean, Ruxandra [1 ]
Stoean, Catalin [1 ]
Preuss, Mike [1 ]
Dumitrescu, D. [1 ]
机构
[1] Univ Craiova, Fac Math & Comp Sci, Dept Comp Sci, Craiova, Romania
关键词
classification; evolutionary algorithms; evolutionary support vector machines; spam filtering;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
As the number and threat of unsolicited commercial e-mails seems to be increasing day by day, the need for powerful techniques that are able to combat the intrusion of these e-mails is immense. In this respect, present paper proposes a recently developed technique born through hybridization between the successful learning paradigm of support vector machines and the strong optimization potential of evolutionary algorithms. Suggested learning technique is applied to a large set of data containing information about 4601 e-mails; for each e-mail there are records about frequencies of words and other relevant data adding up to a total of 57 attributes. Obtained results encourage further investigation.
引用
收藏
页码:261 / 265
页数:5
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