Wavelet fuzzy neural network based on modified QPSO for network anomaly detection

Applied Mechanics and Materials

Volumn 20-23, Issue , 2010, Pages 1378-1384

  Ruhui, Ma ^a   Yuan, Liu ^b  

^a SHANGHAI JIAO TONG UNIVERSITY   (China)

^b JIANGNAN UNIVERSITY   (China)

Author keywords

Anomaly detection; KDD 99; QPSO; Wavelet fuzzy neural network

Indexed keywords

ANOMALY DETECTION; FUZZY INFERENCE; FUZZY LOGIC; INTRUSION DETECTION; MANUFACTURE; PARTICLE SWARM OPTIMIZATION (PSO); WAVELET TRANSFORMS;

FALSE POSITIVE RATES; FAULT CHARACTERISTICS; KDD 99; NETWORK ANOMALY DETECTION; OPTIMIZATION ALGORITHMS; QPSO; QUANTUM-BEHAVED PARTICLE SWARM OPTIMIZATION; WAVELET FUZZY NEURAL NETWORK;

FUZZY NEURAL NETWORKS;

EID: 76449122009     PISSN: 16609336     EISSN: 16627482     Source Type: Book Series    
DOI: 10.4028/www.scientific.net/amm.20-23.1378     Document Type: Conference Paper

References (20)

1. Kuo I-Hong, Horng Shi-Jinn Kao, Tzong-Wann, Lin Tsung-Lieh, Lee Cheng-Ling, Terano Takao, Pan Yi, An efficient flow-shop scheduling algorithm based on a hybrid particle swarm optimization model, Expert Systems with Applications, 36(3) (2009), PART 2, pp.7027-7032.
2. M. Ramadas, S. Ostermann, B. Tjaden, Detecting anomalous network traffic with self-organizing maps, in: Sixth International Symposium on Recent Advances in Intrusion Detection, RAID'03, (2003), pp. 36-54.
3. P.D. Williams, K.P. Anchor, J.L. Bebo, G.H. Gunsch, G.D. Lamont, CDIS: towards a computer immune system for detecting network intrusions, in: Fourth International Symposium on Recent Advances in Intrusion Detection, RAID'01 , (2001), pp. 117-133.
4. D.E. Denning, "An intrusion-detection model", IEEE Transactions on Software Engineering 13 (2) (1987) 222-232.
5. Zadeh, L.A., 1994. Fuzzy logic, neural networks, and soft computing. Commun. ACM Vol. 37(1994), pp. 77-84.
6. Giacinto, G., Roli, F., Didaci, L., 2003. Fusion of multiple classifiers for intrusion detection in computer networks. Pattern Recognition Lett. Vol. 24 (12) (2003), pp. 1795-1808.
7. Cho, S.-B., 2002. Incorporating soft computing techniques into a probabilistic intrusion detection system. IEEE Trans. Systems Man Cybernet. Vol. 32 (2) (2002), pp. 154-159.
8. Fan, W., Miller, M., Stolfo, S., Lee, W., Chan, P., 2001. Using artificial anomalies to detect unknown and known network intrusions. In: IEEE Internet. Conf. on Data Mining, (2001), pp. 123-130.
9. Lee, H.D., S.C., 2001. Training a neural-network based intrusion detector to recognize novel attacks, systems, man and cybernetics, Part A IEEE Transactions on IEEE Computer Press Vol. 31 (2001), pp. 294-299.
10. Kosko B, Neural network and fuzzy systems, New Jersey Prenticl Inc., (1992).
11. Sun, J., Xu, W.B., Feng, B.: A Global Search Strategy of Quantum-behaved Particle Swarm Optimization. Proceedings of 2004 IEEE Conference on Cybernetics and Intelligent Systems. Singapore (2004), pp. 111-116.
12. Sun, J., Feng, B., Xu, W.B.: Particle Swarm Optimization with Particle Having Quantum Behavior. Proceedings of 2004 Congress on Evolutionary Computation, Piscataway, NJ (2004) pp. 325-331.
13. Sun, J., Xu, W.B., Feng, B.: Adaptive Parameter Control for Quantum-behaved Particle Swarm Optimization on Individual Level. Proceeding of 2005 IEEE International Conference on Systems, Man and Cybernetics. Piscataway, NJ (2005) 3049-3054.
14. Kennedy, J., Eberhart, R.C.: Particle Swarm Optimization. Proceedings of IEEE International Conference on Neural Network, IV. Piscataway, NJ (1995) 1942-1948.
15. Shi, Y.H., Eberhart, R.: A Modified Particle Swarm Optimization. Proc. IEEE International Conference on Evolutionary Computation, Anchorage, Alaska (1998) 69-73.
16. Clerc, M., Kennedy, J.: The Particle Swarm: Explosion, Stability and Convergence in a Multi-Dimensional Complex Space. IEEE Transaction on Evolutionary Computation, Vol.6 (2002) 58-73.
17. UCI Machine Learning Repository (Online), Available: http://www.ics.uci. edu/?mlearn/MLRepository.html.
18. Banakar, Ahmad, Artificial wavelet neural network and its application in neuro-fuzzy models, Applied Soft Computing Journal, 8(4) (2008), pp.1463-1485.
19. Zekri, Maryam, Adaptive fuzzy wavelet network control design for nonlinear systems, Fuzzy Sets and Systems, 159(20) (2008), pp.2668-2695.
20. El-Zonkoly, A.M., Khalil, A.A., Ahmied, N.M., Optimal tunning of lead-lag and fuzzy logic power system stabilizers using particle swarm optimization, Expert Systems with Applications, 36(2) (2009), PART 1, pp.2097-2106.