| 一种新的基于模糊聚类和免疫原理的入侵监测模型 |
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| 引用本文： | 陶新民,陈万海,郭黎利.一种新的基于模糊聚类和免疫原理的入侵监测模型[J].电子学报,2006,34(7):1329-1332. |
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| 作者姓名： | 陶新民 陈万海 郭黎利 |
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| 作者单位： | 哈尔滨工程大学信息与通信工程学院,黑龙江,哈尔滨,150001;哈尔滨工程大学信息与通信工程学院,黑龙江,哈尔滨,150001;哈尔滨工程大学信息与通信工程学院,黑龙江,哈尔滨,150001 |
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| 基金项目： | 哈尔滨工程大学校科研和教改项目 |
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| 摘 要： | 本文提出了一种新的基于模糊聚类和免疫原理相结合的入侵检测模型,同时文章中对RPCL算法进行了改进,克服了原有RPCL算法中不同变量量纲以及变量相互间相关性对算法性能的影响,同时解决了原有算法对初始分类数敏感的不足.利用改进后的RPCL算法解决了模糊聚类中分类个数不确定的问题,最后利用遗传算法进行半径的最优调整形成非正常子空间的特征函数.最后给出试验结果并进行了分析.
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| 关 键 词： | 入侵检测 模糊聚类 免疫原理 遗传算法 RPCL算法 相关性 |
| 文章编号： | 0372-2112（2006）07-1329-04 |
| 收稿时间： | 2004-04-01 |
| 修稿时间： | 2004-04-012006-03-25 |
A Novel Model of IDS Based on Fuzzy Cluster and Immune Principle |
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| TAO Xin-min,CHEN Wan-hai,GUO Li-li.A Novel Model of IDS Based on Fuzzy Cluster and Immune Principle[J].Acta Electronica Sinica,2006,34(7):1329-1332. |
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| Authors: | TAO Xin-min CHEN Wan-hai GUO Li-li |
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| Institution: | 1.Communication Technology Institute of HRBEU,Harbin,Heilongjiang 150001,China |
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| Abstract: | This paper presents a novel model of intrusion detection based on fuzzy cluster and immune principle, the original RPCL algorithm is modified in order to address the problem of different variability of variables and correlation between variables, the sensitivity to initial number of clusters is also solved in this paper. Especially, this paper uses the extended RPCL algorithm to determine the initial number of clusters in the fuzzy cluster algorithm. The genetic algorithm is used to optimize the radius deviation for the determination of characteristic function of abnormal subspace. Some results are finally reported with some concluding remarks. |
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| Keywords: | intrusion detection fuzzy cluster immune principle genetic algorithm RPCL algorithm correlation |
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