Neural networks for artificial immune systems: LVQ for detectors construction

2007 4th IEEE Workshop on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications, IDAACS

Volumn , Issue , 2007, Pages 180-184

  Bezobrazov, Sergei ^a   Golovko, Vladimir ^a  

^a BREST STATE TECHNICAL UNIVERSITY   (Belarus)

Author keywords

Artificial immune system; Computer security system; LVQ neural network; Malicious code detection

Indexed keywords

ARTIFICIAL INTELLIGENCE; CODES (SYMBOLS); COMPUTER CRIME; COMPUTER SOFTWARE; COMPUTER VIRUSES; DATA ACQUISITION; IMMUNOLOGY; INTELLIGENT SYSTEMS; MERGERS AND ACQUISITIONS; MICROORGANISMS; NEURAL NETWORKS; SECURITY SYSTEMS; STANDARDS; TECHNOLOGY; TECHNOLOGY TRANSFER; VECTOR QUANTIZATION; VIRUSES;

ANTI-VIRUS SOFTWARE; ARTIFICIAL IMMUNE SYSTEM; ARTIFICIAL IMMUNE SYSTEMS; BASIC PRINCIPLES; BIOLOGICAL IMMUNE SYSTEMS; COMPARATIVE ANALYSIS; COMPUTER SECURITY SYSTEM; COMPUTER SECURITY SYSTEMS; COMPUTING SYSTEMS; INFORMATION PROCESSING; INTELLIGENT DATA; LEARNING VECTOR QUANTIZATION NEURAL NETWORKS; LVQ NEURAL NETWORK; MALICIOUS CODE; MALICIOUS CODE DETECTION; PROBLEM BASED; UNKNOWN COMPUTER VIRUSES;

COMPUTER SYSTEMS;

EID: 50149089461     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IDAACS.2007.4488401     Document Type: Conference Paper

References (11)

1. C.A. Janeway, "How the Immune System Recognizers Invaders," Scientific American, vol. 269, no. 3, 1993, pp. 72-79.
2. J. Kuby, "Immunology," In: M. Abadi, T. Ito (eds.), Theoretical Aspects of Computer Software. Lecture Notes in Computer Science, vol. 1281. Springer-Verlag, Berlin Heidelberg New York, 1997, pp. 415-438.
3. N. K. Jerne, Clonal Selection in a Lymphocyte Network, Raven Press, 1974, pp. 39-48.
4. Z. Michalewicz, Genetic Algorithms + Data Structures = Evolution Programs, 3rd edn. Springer-Verlag, Berlin Heidelberg New York, 1996.
5. S. Forest, A. Perelson, L. Allen, R. Cherukuri, "Self-Nonself discrimination in a computer, proceedings," IEEE Symposium on Research in Security and Privacy. IEEE Computer Society Press, pp. 202-212, 1994.
6. J. Balthrop, F. Esponda, S. Forrest, M. Glickman, "Coverage and generalization in an artificial immune system," Proceedings of the Genetic and Evolutionary Computation Conference (GECCO). Morgan Kaufmann Publishers, 2002, pp. 3-10.
7. S. Hofmeyr and S. Forrest, "Architecture for an artificial immune system," EvolutionaryComputation, vol. 8, no. 4, 2000, pp. 443-473.
8. L. N. de Castro, J.I. Timmis, Artificial Immune Systems. A New Computational Intelligence Approach, Springer-Verlag, 2002.
9. T. Kohonen, "Self-organized formation of topologically correct feature maps," Biological Cybernetics, no. 43, 1982, pp. 59-69.
10. M.T. Hagan, H.B. Demuth, M.H. Beale, Neural Network Design, 1st edn. PWS Pub. Co., 1995.
11. S.Y. Kung, M.V. Mak, S.H. Lin, Biometric Authentication: A Machine Learning Approach, Prentice Hall, 2004.