基于改进基因库的检测器生成算法

在基因库生成检测器算法中,一般是把被删除的记忆检测器进行基因突变后的基因或非自体集样本加入到基因库中来初始化并更新基因库。经过若干代之后,在基因库中会出现一些相似性比较大的基因,形成基因的聚类现象。通过定期的对基因库进行聚类,变异,约减,提高成熟检测器对入侵的检测多样性。实验结果表明,该方法是有效的,能在快速生成检测器的同时,提高对未知入侵的检测能力。

Detectors Generating Algorithm Based on Modified Gene Library

The gene always comes from mutating the deleted memory detectors or no-self samples in the algorithm of generating detectors based on gene library.But after some generations,there will be some similar gene in the gene library.This is the phenomenon of cluster of gene.By using clustering,mutating,subtracting to gene library,it can increase the diversity of mutated detectors.The experimental results show that the algorithm can generate detectors more quickly and improve the ability of detection system to disc...