Reinforced snap-drift learning for proxylet selection in active computer networks

IEEE International Conference on Neural Networks - Conference Proceedings

Volumn 2, Issue , 2004, Pages 1545-1550

  Lee, Sin Wee ^a   Palmer Brown, Dominic ^a   Roadknight, Chris ^a,b  

^a LEEDS METROPOLITAN UNIVERSITY   (United Kingdom)

^b MARTLESHAM HEATH   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

ADAPTIVE RESONANCE THEORY (ART); LEARNING VECTOR QUANTIZATION; REINFORCED SNAP-DRIFT LEARNING;

ADAPTIVE SYSTEMS; ALGORITHMS; COMPUTER SIMULATION; FUZZY SETS; LEARNING SYSTEMS; OPTIMIZATION; PROBLEM SOLVING; SELF ORGANIZING MAPS; VECTOR QUANTIZATION;

COMPUTER NETWORKS;

EID: 10944240542     PISSN: 10987576     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IJCNN.2004.1380185     Document Type: Conference Paper

References (31)

1. S. Grossberg, "Adaptive Pattern Classification and Universal Recoding. I. Parallel Development and Coding of Neural Feature Detectors," Biol. Cybern., Vol. 23, 1976, pp. 121-134.
2. S. Grossberg, "Adaptive Pattern Classification and Universal Recoding. II. Feedback, Expectation, Olfaction, and Illusions," Biol. Cybern., Vol. 23, 1976, pp. 187-202.
3. G. A. Carpenter and S. Grossberg, "A Massively Parallel Architecture for a Self-Organising Neural Pattern Recognition Machine," Computer Vision, Graphics and Image Processing, Vol. 37, 1987, pp. 54-115.
4. G. A. Carpenter and S. Grossberg, "ART2: Self-Organization of Stable Category Recognition Codes for Analogue Pattern, Applied Optics," Vol. 26, 1987, pp. 4919-4930.
5. G. A. Carpenter and S. Grossberg, "ART 3: Hierarchical Search Using Chemical Transmitter in Self-Organizing Pattern Recognition Architectures," Neural Networks, Vol. 3, No. 4, 1990, pp. 129-152.
6. G. A. Carpenter, S. Grossberg and D.B. Rosen, "ART 2-A: An Adaptive Resonance Algorithm for Rapid Category Learning and Recognition," Neural Networks, Vol. 4, 1991, pp. 493-504.
7. G. A. Carpenter, S. Grossberg, and D. B. Rosen, "Fuzzy ART: Fast Stable Learning and Categorization of Analogue Pattern by an Adaptive Resonance System," Neural Networks, Vol. 4, 1991, pp. 759 -771.
8. D. Palmer-Brown, "High Speed Learning in a Supervised, Self Growing Net," in 1992 Proc. ICANN, Vol. 2, pp. 1159-1162.
9. G. A. Carpenter, S. Grossberg, and J. H. Reynold, "ARTMAP: Supervised Real-Time Learning and Classification of Nonstationary Data by a Self-Organizing Neural Networks," Neural Networks, Vol. 4, 1991, pp. 565-588.
10. G. A. Carpenter, S. Grossberg, A. Markuzon, J. H. Reynold, and D. B. Rosen, "Fuzzy ARTMAP: A Neural Network Architecture for Incremental Supervised Learning of Analogue Multidimensional Maps," IEEE Trans. Neural Network, Vol. 3, No. 5, 1992, pp. 698-713.
11. A-H Tan, "Cascade ARTMAP: Integrating Neural Computation and Symbolic Knowledge Processing," IEEE Trans. Neural Networks, Vol. 8, No. 2, 1997, pp. 237-250.
12. G. A. Carpenter, B. Milenova, and B. Noeske, "dARTMAP: A Neural Network for Fast Distributed Supervised Learning," Neural Networks, Vol. 11, 1998, pp. 793-813.
13. G. Bartfai, and R. White, "Incremental Learning and Optimization of Hierarchical Clustering with ART-based Modular Networks," in Innovations in ART Neural Networks, L. C. Jain, B. Lazzerini, and U. Halici, Eds. Physica-Verlag, 2000, pp. 87-132.
14. S. Barker, H. Powell, and D. Palmer-Brown, "Size Invariant Attention Focusing (with ANNs)", in 1996 Proc. Int. Symp. Multi-Technology Information Processing.
15. G. A. Carpenter, and S. Grossberg, "The ART of Adaptive Pattern Recognition by a Self-Organising Neural Networks," IEEE Computer, Vol. 21, No. 3, 1988, pp. 77-88.
16. G. A. Carpenter, and S. Grossberg, "Search Mechanism for Adaptive Resonance Theory (ART) Architecture," in 1989 Proc. IJCNN, Vol. I, pp. 201-205.
17. S W Lee, D. Palmer-Brown, J. Tepper, and C. M. Roadknight, "Performance-guided Neural Network for Rapidly Self-Organising Active Network Management," in Soft Computing Systems: Design, Management and Applications, A. Abraham et. al., eds, IOS Press, 2002, pp. 21-31.
18. S. W. Lee, D. Palmer-Brown, J. Tepper, and C. M. Roadknight, "Snap-Drift: Real-time Performance-guided Learning," in 2003 Proc. IJCNN, Vol. 2, pp. 1412-1416.
19. S.W. Lee, D. Palmer-Brown, C. Roadknight. Performance-guided neural network for rapidly self-organising active network management. Accepted for Neurocomputing.
20. T. Kohonen, "Self-Organised Formation of Topologically Correct Feature Maps," Biol. Cybern., Vol. 43, 1982, pp. 53-69.
21. T. Kohonen, "The Self-Organizing Maps," Proc. IEEE, Vol. 78, No. 9, 1990, pp. 1464-1480.
22. T. Kohonen, "Improved Versions of Learning Vector Quantization," in 1990 Proc. IJCNN, Vol. I, pp. 545-550.
23. C. W. Eurich, H. Schwegler, and R. Woesler, "Coarse Coding: Applications to the Visual System of Salamanders," Biol. Cybern., Vol. 77, 1997, pp. 41-47.
24. D. Tennenhouse, and D. Wetherall, "Towards An Active Network Architecture," Comp. Comm. Reviews, Vol. 26, No. 2, 1996, pp. 5-18.
25. A. T. Campbell, I. Katzela, K. Miki, and J. Vicente, "Open Signalling for ATM, Internet and Mobile network," Comp. Comm. Reviews, Vol. 29, No. 1, Jan 1999.
26. D. S. Alexander, "Active Bridging," Comp. Comm. Reviews, Vol. 26, No. 2, 1996, pp. 101-111.
27. I. W. Marshall, "Active Network - Making the Next Generation Internet Flexible," BT Eng., Vol. 18, 1999, pp. 2-8.
28. M. Fry, and A. Ghosh, "Application Layer Active Network," Computer Networks, Vol. 31, No. 7, 1999, pp. 655-667.
29. I. W. Marshall, "Application Layer Programmable Internetwork Environment," British Tech. Journal, Vol. 17, No. 2, 1999, pp. 82-94.
30. I. W. Marshall, J. Hardwicke, H. Gharid, M. Fisher, and P. Mckee, "Active Management of Multi-Service Networks," in 2000 IEEE Proc. NOMS.
31. I. W. Marshall, and C. M. Roadknight, "Provision of Quality of Servicefor Active Services," Computer Networks, Vol. 36, No. 1, 2001, pp. 75-85.