| A Heuristic Clustering Algorithm for Intrusion Detection Based on Information Entropy |
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| 作者姓名： | XIONG Jiajun LI Qinghua TU Jing |
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| 作者单位： | [1]Department of Computer, Radar Academy, Wuhan 430019, Hubei, China [2]College of Computer Science, Huazhong University of Science and Technology, Wuhan 430074, Hubei, China |
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| 基金项目： | Supported by the National Natural Scienee Foundation of China（60273075） |
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| 摘 要： | 0Introduction Withmoreandmorestudyingprojectsapplythedataminingtechnologytointrusiondetection,agreatdealofdataminingalgorithmsforintrusiondetectionhavebeenre alized1],thetypicalis:associationruleminingalgorithm,frequencysceneruleminingalgorithm,classificationalgo rithm,andclusteringalgorithm.Thefirstthreealgorithmofthosebelongto“thesupervisedstudying”,whichneedatrain ingdatasetofgoodqualityandwithmarking,butitisnoteasyusuallytogetthetrainingdataset2].However,cluste ringalgorithmis“theunsu…
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| 关 键 词： | 侵入检测 数据采掘 群集 信息熵 |
| 文章编号： | 1007-1202（2006）02-0355-05 |
| 收稿时间： | 2005-03-10 |
A heuristic clustering algorithm for intrusion detection based on information entropy |
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| XIONG Jiajun LI Qinghua TU Jing.A Heuristic Clustering Algorithm for Intrusion Detection Based on Information Entropy[J].Wuhan University Journal of Natural Sciences,2006,11(2):355-359. |
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| Authors: | Xiong Jiajun Li Qinghua Tu Jing |
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| Institution: | (1) Department of Computer, Radar Academy, 430074 Wuhan, Hubei, China;(2) College of Computer Science, Huazhong University of Science and Technology, 430074 Wuhan, Hubei, China |
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| Abstract: | This paper studied on the clustering problem for intrusion detection with the theory of information entropy, it was put forward that the clustering problem for exact intrusion detection based on information entropy is NP complete, therefore, the heuristic algorithm to solve the clustering problem for intrusion detection was designed, this algorithm has the characteristic of incremental development, it can deal with the database with large connection records from the internet. |
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| Keywords: | intrusion detection data mining clustering information entropy |
| 本文献已被 CNKI 维普 万方数据 SpringerLink 等数据库收录！ |
