期刊文献+

决策树在配置命令相关性中的应用研究

Application of Configuration Command Correlation in Decision Tree
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摘要 配置命令的无关联性在进行网络设备的配置时常常容易导致错误.本文通过决策树C4.5算法构造各种配置的决策树,并从中提取有价值的配置命令的分类信息和规则.在提取规则时引入属性相关矩阵老考虑命令之间的联系,并以此进行二次化简. It s very easy to lead to misconfiguration because of no relationship among commands during network configuration.Valuable classification information and rule of discriminated configuration commands were extracted from all kinds of decision tree constructed by C4.5 algorithm and the relevancy among command was considered by attribute correlation matrix,and was used to prune the rules again.
出处 《南华大学学报(自然科学版)》 2007年第4期100-103,共4页 Journal of University of South China:Science and Technology
基金 湖南省教育厅基金资助项目(4-05-JY-05C483)
关键词 决策树 配置命令 属性 相关性 decision tree configuration command attribute Correlation
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参考文献7

  • 1[1]Franck Le,Sihyung Lee,Tina Wong,et al.Using Data Mining to Detect Router Misconfigu rations[C] //Subhabrata Sen,Sambit Sahu.Proceeding of the 2006 ACM Sigcomm Workshop on Mining Network Data.New York:ACM Press,2006,293-298.
  • 2[2]Xiaohu Qie,Sanjai Narainb.Using service grammar to diagnose BGP configuration errors[J].Science of Computer Programming,2004,53(2):125-141.
  • 3[3]El-Arini K,Killourhy K.Bayesian detection of router configuration anomalies[C]//Chuanyi Ji,Debanjan Saha,Joe McCloskey.Proceeding of the 2005 ACM Sigcomm workshop on Mining network data.NewYork:ACM Press,2005,221-222.
  • 4[4]Narain S,Cheng T,Coan B,et al.Building autonomic systems via configuration[C]//Salim Hariri,Raghavendra C S.Autonomic Computing Workshop.Washington.DC:IEEE Computer Society Press,2003:77-84.
  • 5[5]Usama M,Fayyad,Kedi B,et al.On the Handling in Decision Tree of continuous-Valued Attributes Generation[J].Machine Learning,1992,8(1):87-102.
  • 6[6]Ian H.Witten,Eibe Frank.Data Mining:Concepts and Techniques[M].San Francisco:Morgan Kaufmann Publishers,2005.
  • 7范洁,常晓航,杨岳湘.基于属性相关性的决策树规则生成算法[J].计算机仿真,2006,23(12):90-92. 被引量:9

二级参考文献3

  • 1J R Quinlan.C4.5:Programs for Machine Learning[M].San Mateo,Calif.:Morgan Kaufmann,1993.
  • 2Jiawei Han,Micheline Kamber.Data Mining:Concepts and Techniques[M].Morgan Kaufmann,2001.
  • 3M Kamber,L Winstone,W Gong,S Cheng.Generalization and Decision Tree Induction:Efficient Classification in Data Mining[C].Proceeding of the 1997 International Workshop on Research Issues on Data Engineering (RIDE′97),1997.

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