Grey self-organizing map based intrusion detection

Abstract

Grey self-organizing map (GSOM) model is proposed and applied in the detection of intrusion. Through the improvement of the weight adjustment using the GRC (grey relational coefficient), the training results of SOM get better. In the detection of deny of service (DOS) attacks, this model can consider the relativity of the data set of DOS attacks. Finally, the experiments on the DOS data set confirm their validities and feasibilities over this GSOM model.

Keywords

Weight Vector / Intrusion Detection / Input Pattern / Learning Rule / Grey Relational Coefficient

References

[1] KohonenT.. Self-organization and Associatiue Memory, 1989, Berlin Heidelberg, New York, Springer-Verlag

[2] KohonenT.. Proceedings of the IEEE, 1990, 78: 1464

[3] J. Iivarinen, T. Kohonen, J. Kangas, S. Kaski, in proceedings of Conference on Artificial Intelligence Research in Finland, Helsinki, (1994), 122.

[4] D. Merkl, A. rauber, in Proc. Workshop on Self-Maps (WSOM97), Helsinki, Finland, 1997.

[5] VesantoJ., AlhoniemiE.. IEEE Transactions on Neural Networks, 2000, 11: 586

[6] AlahakoonD., HalgamugeS.K., SrinivasanB.. Dynamic IEEE Transaction on Neural Networks, 2000, 11: 601

[7] HuY.-C., ChenR.-S., HsuY.-T.. Neurocomputing, 2002, 48: 863

[8] Sahin Albayrak, Achim Muller, Christian Scheel, Dragan Milosevic, In Proceedings of the 2005 International Conference on Computational Intelligence for Modeling, Control and Automation, and International Conference on Intelligent Agents, Web Technologies and Internet Commerce (CIMCAIAWTIC’ 05), 2005

[9] H. Giinev Kayacik, A. Nur Zincir-Heywood, Malcolm I. Heywood, In IEEE International Joint Conference on Neural Network, (2003), 1808.

[10] Jianhong Gao, Lixin Xu, Yaping Dai, In Proceedings of the 5th World Congress on intelligent Control and Automation, (2004), 4367.

[11] DengJ.L.. Systems Control Lett, 1982, 1: 288

[12] Liu Si-feng, Guo Tian-bang, Dang Yao-guo, Grey System Theory and Application, Science Press, 1999.

[13] K.Q. Shi, G.W. Wu, Y.P. Hwang, Theory of Grey Information Relation, Chuan Hwa, Taiwan, 1994.

[14] ChengC.C., HsuY.T., WuC.C.IEICE Transactions on Fundamentals ElectronicsCommun. Comput.Sci., 1998, E81-A(11): 2433

[15] TanZ.-g., ChenS.-c.. Journal of Nanjing University (Natural Sciences), 2002, 38: 63

[16] Somtoolbox, http://www.cis.hut.fi/projects/somtoolbox.