Computer Science ›› 2015, Vol. 42 ›› Issue (2): 147-149.doi: 10.11896/j.issn.1002-137X.2015.02.032

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Intrusion Detection Algorithm Based on Cluster and Cloud Model

LI Yong-zhong and ZHANG Jie   

  • Online:2018-11-14 Published:2018-11-14

Abstract: A new intrusion detection algorithm based on cluster and cloud model was proposed to solve the low rate of high false alarm rate problem in network intrusion detection.Because of the different contribution of the attributes to the classification,the attributes were given based on the concept of “clouds approach degree”.The cloud model was builded based on the improved cluster in the text.Using the method of dynamic weighting and the cloud model updating for the attributes gradually strengthens the classifier to guide the data classification.KDD CUP99 data set was implemented to evaluate the proposed algorithm.Experimental results prove that the method is feasible and effective.

Key words: Cloud model,Cluster,Intrusion detection,IDS

[1] 李德毅,邸凯昌,李德仁,等.用语言云模型发掘关联规则[J].软件学报,2000,1(2):143-158
[2] 李德毅,史雪梅,孟海军.隶属云和隶属云发生器[J].计算机研究和发展,1995,6(32):15-20
[3] 李德毅,刘常昱.论正态云模型的普适性[J].中国工程科学,2004,6(8):28-34
[4] 吕辉军,王晔,李德毅,等.逆向云在定性评价中的应用[J].计算机学报,2003,6(8):1009-1014
[5] 付斌,李道国,王慕快.云模型研究的回顾与展望[J].计算机应用研究,2011,8(2):420-425
[6] 刘常昱,冯芒,李德毅,等.基于云X信息的逆向云新算法[J].系统仿真学报,2004,6(11):2417-2410
[7] Basu S,Baneriee A,Mooney R.Semi-supervised clustering byseeding[C]∥Proceedings of the 19th International Conference on Machine Learning.San Francisco,CA:Morgan Kaufmann Publishers,2002:19-26
[8] Flanagan J A.Unsupervised clustering of symbol strings[C]∥International Joint Conference on Neural Networks(IJCNN’03).Portland Oregon,USA:2003,0-3255
[9] Li Yong-zhong,Li Zheng-jie.Anomaly Intrusion DetectionMethod Based on K-means Clustering Algorithm with Particle Swarm Optimization [C]∥International Conference of Information Technology,Computer Engineering and Management Sciences(ICM 2011).2006:415-426
[10] 姜伟,高知新,李本喜.基于多维云模型的入侵检测[J].计算机工程,2006,2(24):155-156
[11] 李涵.基于聚类的异常检测方法的研究与实现[J].北京信息科技大学学报,2010,5(3):80-83
[12] KDD CUP 1999 Data set.http://kdd.ics.uci.edu/databases/ kddcup99

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