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A novel method to improve the performance of intrusion detection systems
一种改善入侵检测系统性能的新方法

Keywords: intrusion detection,information security,random projection
入侵检测
,信息安全,随机投影,改善,入侵,检测系统,性能,方法,intrusion,detection,systems,performance,improve,method,漏报率,丢包率,实时性,规模,匹配过程,调整模式,投影算法,随机,反馈机制,网络流量,问题

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Abstract:

The knowledge base is so huge that intrusion detection systems based on knowledge use much time to search the results. Hence a lot of packets are lost in the environment of high-speed network. In order to solve the problem, the feed back mechanism of the network traffic was introduced. Random projection algorithm was used to flexibly adjust the scale of the knowledge base during the pattern matching procedure. The real-time performance of intrusion detection systems was enhanced. The rate of lost packets and the false warning rate of the systems were reduced.

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