Stable on-line evolutionary learning of NN-MLP

IEEE Transactions on Neural Networks

Volumn 8, Issue 6, 1997, Pages 1371-1378

  Zhao, Qiangfu ^a,b  

^a IEEE   (Japan)

^b UNIVERSITY OF AIZU   (Japan)

Author keywords

Nearest neighbor based multilayer perceptron; Nongenetic evolutionary learning; On line learning; R 4 rule; Supervised competitive learning

Indexed keywords

ALGORITHMS; ITERATIVE METHODS; LEARNING SYSTEMS; ONLINE SYSTEMS; PERFORMANCE;

ADAPTIVE RESONANCE THEORY; LEARNING VECTOR QUANTIZATION ALGORITHMS;

NEURAL NETWORKS;

EID: 0031273106     PISSN: 10459227     EISSN: None     Source Type: Journal    
DOI: 10.1109/72.641460     Document Type: Article

References (18)

1. T. M. Cover and P. E. Hart, "Nearest-neighbor pattern classification," IEEE Trans. Inform. Theory, vol. IT-13, pp. 21-27, Jan. 1967.
2. Q. F. Zhao and T. Higuchi, "A study on the determination of MLP structures," Proc. IEICE Karuizawa Workshop, pp. 121-126, Karuizawa, Japan, Apr. 1994.
3. _, "Supervised organization of nearest-neighbor MLP," in Proc. Int. Conf. Neural Inform. Processing, pp. 1398-1403, Seoul, Korea, Oct. 1994.
4. _, "Evolutionary learning of nearest-neighbor MLP," IEEE Trans. Neural Networks, vol. 7, pp. 762-767, 1996.
5. _, "On-line minimization of nearest-neighbor-based MLP," in Proc. World Congr. Neural Networks, Washington, D.C., July 1995, pp. 1636-1641.
6. O. J. Murphy, "Nearest-neighbor pattern classification perceptrons," Proc. IEEE, vol. 78, no. 10, pp. 1595-1598, Oct. 1990.
7. N. K. Bose and A. K. Garga, "Neural network design using Voronoi diagrams," IEEE Trans. Neural Networks, vol. 4, pp. 778-787, Sept. 1993.
8. T. Kohonen, "Self-organized formation of topologically correct feature maps," Biol. Cybern., vol. 43, pp. 59-69, 1982.
9. _, "The self-organizing map," Proc. IEEE, vol. 78, no. 9, pp. 1464-1480, Sept. 1990.
10. G. A. Carpenter and S. Grossberg, "ART 2: Self-organization of stable category recognition codes for analog input patterns," Appl. Opt., vol. 26, no. 23, pp. 4919-4930, Dec. 1987.
11. _, "The ART of adaptive pattern recognition by a self-organizing neural network," IEEE Computer, vol. 21, no. 3, pp. 77-88, Mar. 1988.
12. S. Geva and J. Sitte, "Adaptive nearest neighbor pattern classification," IEEE Trans. Neural Networks, vol. 2, pp. 318-322, Mar. 1991.
13. D. L. Reilly, L. N. Cooper, and C. Elbaum, "A neural model for category learning," Biol. Cybern. vol. 45, pp. 35-41, 1982.
14. P. E. Hart, "The condensed nearest neighbor rule," IEEE Trans. Inform. Theory, vol. 14, pp. 515-516, May 1968.
15. G. W. Gates, "The reduced nearest neighbor rule," IEEE Trans. Inform. Theory, vol. 18, pp. 431-433, May 1972.
16. E. I. Chang and R.P. Lippmann, "Using genetic algorithms to improve pattern classification performance," Advances in Neural Inform. Processing Syst., pp. 797-803, 1991.
17. Y. Linde, A. Buzo, and R. M. Gray, "An algorithm for vector quantizer design," IEEE Trans. Commun., vol. COM-28, pp. 84-95, Jan. 1980.
18. T. Poggio and F. Girosi, "Networks for approximation and learning," Proc. IEEE, vol. 78, no. 9, pp. 1481-1497, 1990.