An intrusion detection method based on rough set and SVM algorithm

被引:6
|
作者
Hong, P [1 ]
Zhang, DN [1 ]
Wu, TF [1 ]
机构
[1] Xihua Univ, Sch Comp & Math Phys Sci, Chengdu 610039, Peoples R China
关键词
Intrusion Detection; network security; Support Vector Machine; Rough Set;
D O I
10.1109/ICCCAS.2004.1346374
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes an intrusion detection method that combines rough set and SVM algorithm. In virtue of the ability rough set has to decrease the amount of data and get rid of redundancy, the method can reduce amount of training data and overcome SVM's defect of slow running speed when process large dataset, At the same time, by the aid of SVM algorithm the method can classify the core of property set as to have extensiveness and high identification rate, and avoid disturbance. Experimental results show this method is better than other methods reported in the literature in terms of detection resolution.
引用
收藏
页码:1127 / 1130
页数:4
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