A method of SVM with normalization in intrusion detection

Procedia Environmental Sciences

Volumn 11, Issue PART A, 2011, Pages 256-262

  Li, Weijun ^a   Liu, Zhenyu ^b  

^a GUANGDONG UNIVERSITY OF TECHNOLOGY   (China)

^b SOUTH CHINA UNIVERSITY OF TECHNOLOGY   (China)

Author keywords

Cross validation; Intrusion detection; Max normalization; Min max normalization; SVM

Indexed keywords

ENVIRONMENTAL ENGINEERING; MERCURY (METAL);

CROSS VALIDATION; INTRUSION DATA; LEARNING PHASE; MAX NORMALIZATIONS; MIN-MAX NORMALIZATIONS; NETWORK INTRUSIONS; NORMALIZATION METHODS; NUMERICAL PROBLEMS;

INTRUSION DETECTION;

EID: 84863161994     PISSN: None     EISSN: 18780296     Source Type: Conference Proceeding    
DOI: 10.1016/j.proenv.2011.12.040     Document Type: Conference Paper

References (12)

1. G. V.N.Vapnik,"The Nature of Statistical Learning Theory," New York: Springer-Verlag, 1995.
2. C.J.C.Burges."A Tutorial on Support Vector Machines for Pattern Recognition," Data Mining and Knowledge Discovery,Vol.2, No.2,pp.1-47,1998.
3. S.Mukkamala,G.Janoski,A H Sung, "Intrusion detection using neural networks and support vector machines," Proceedings of IEEE International Joint Conference on Neural Networks(IJCNN 02), IEEE Computer Society Press, pp.1702-170,2002.
4. A.H.Sung,S.Mukkamala, "Identify important features for intrusion detection using support vector machines and neural networks". IEEE Proceedings of the 2003 Symposium on Application and the Internet, IEEE Press, pp209-217,2003.
5. K.Kobayashi,F.Komaki, "Information criteria for support vector machines," Neural Networks, IEEE Transactions on,Volume 17 ,pp.571-577,May 2006.
6. D.Anguita,S.Ridella,F.Rivieccio, "K-fold generalization capability assessment for support vector classifiers", Proceedings of IEEE. International Joint Conference on Neural Networks,(IJCNN 05),Vol.2, pp.855-858,2005.
7. E.F.Codd, "Further Normalization of the Database Relational Model".In Database System, R.Rustin ed., Prentice-Hall, pp.33-64,1972
8. G.Guo,D.Neagu, "Similarity-based Classifier Combination for Decision Making," Proceedings of the IEEE International Conference on Systems, Man and Cybernetics (SMC05),IEEE press,pp.176-181,2005.
9. C.X Dong,"study of support vector machines and its application in intrusion detection system[D]",Xi'an,China,XiDian University,pp.83-86,2004
10. R.E.Fan, P.H.Chen,C.J.Lin, "Working Set Selection Using the Second Order Information for Training SVM", Journal of Machine Learning Research,2005 6,pp.1889-1918,2005
11. http://www:informatics:indiana:edu=predrag=classes/2005springi400/ lecturelecturenotes4-1:pdf
12. http ://kdd:ics:uci:edu/databases/kddcup99/kddcup99:html