Performance Analysis of Tree Based Classification Algorithms for Intrusion Detection System
作者： G. V. Nadiammai , M. Hemalatha
DOI: 10.1007/978-3-319-03844-5_9
关键词: Data mining 、 Random forest 、 Machine learning 、 Incremental decision tree 、 Decision stump 、 Anomaly-based intrusion detection system 、 Artificial intelligence 、 Intrusion detection system 、 Computer science 、 C4.5 algorithm 、 Tree (data structure) 、 Random tree
摘要: Intruders attack both commercial and corporate distributed systems successfully. The problem of intruders has become vital. most effective resistance today is the use Intrusion Detection Systems. An intrusion detection system analysis all aspects network activities in order to identify existence unusual patterns that may represent a or made by attempting compromise system. This paper brings an idea applying data mining algorithms Performance various tree based classifiers like Decision Stump, BF Tree, ID3, J48, LAD, Random REP Forest Simple Cart are compared experimental study shows algorithm outperforms than other terms accuracy, specificity sensitivity Time.
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sci-hub.st 参考文章(12)
Gürsel Serpen, Maheshkumar Sabhnani, Application of Machine Learning Algorithms to KDD Intrusion Detection Dataset within Misuse Detection Context. MLMTA. pp. 209- 215 ,(2003)
W.P. Kegelmeyer, K.W. Bowyer, L.O. Hall, R.E. Banfield, A Comparison of Decision Tree Ensemble Creation Techniques IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 29, pp. 173- 180 ,(2007) , 10.1109/TPAMI.2007.2
DL Gupta, AK Malviya, Satyendra Singh, None, Performance Analysis of Classification Tree Learning Algorithms International Journal of Computer Applications. ,vol. 55, pp. 39- 44 ,(2012) , 10.5120/8762-2680
Micheline Kamber, Jiawei Han, Jian Pei, Data Mining: Concepts and Techniques ,(2000)
Snehal A Mulay, PR Devale, Goraksh V Garje, None, Intrusion Detection System using Support Vector Machine and Decision Tree International Journal of Computer Applications. ,vol. 3, pp. 40- 43 ,(2010) , 10.5120/758-993
J.R. Quinlan, Induction of Decision Trees Machine Learning. ,vol. 1, pp. 81- 106 ,(1986) , 10.1023/A:1022643204877
Snehal A Mulay, PR Devale, GV Garje, None, Decision tree based Support Vector Machine for Intrusion Detection international conference on networking. pp. 59- 63 ,(2010) , 10.1109/ICNIT.2010.5508557
Nirmal Kumar, G. P. Obi Reddy, S Chatterji, Evaluation of Best First Decision Tree on Categorical Soil Survey Data for Land Capability Classification International Journal of Computer Applications. ,vol. 72, pp. 5- 8 ,(2013) , 10.5120/12480-8889
Suruchi Sahni, Aman Kumar Sharma, A Comparative Study of Classification Algorithms for Spam Email Data Analysis ,(2011)