Research of intrusion detection method based on rough set and adaptive boost

被引:0
|
作者
Song Jian [1 ]
Zou Muchun [1 ]
Sun Wei [1 ]
Zou Muchun [1 ]
机构
[1] Lanzhou Univ Technol, Sch Network, Lanzhou 730050, Peoples R China
关键词
intrusion detection; rough set; reduction; adaboost; classification;
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
This paper proposes an intrusion detection method combining rough set with ADA-boost algorithm. In virtue of the ability rough set has to decease the amount of data and get rid of redundancy, the method can reduce the a-mount of ADAboost' training data used and improve running speed. Adaboost is a learning al-gorithm for constructing accurate classifiers. It can obtain a strong learning algorithm by combining a series of weak learning algorithms through some rules. The result of the experiment shows that this model has high detection rate.
引用
收藏
页码:142 / 145
页数:4
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