Sensitivity to noise in bidirectional associative memory (BAM)

IEEE Transactions on Neural Networks

Volumn 16, Issue 4, 2005, Pages 887-898

  Du, Shengzhi ^a   Chen, Zengqiang ^a   Yuan, Zhuzhi ^a   Zhang, Xinghui ^b  

^a NANKAI UNIVERSITY   (China)

^b TIANJIN UNIVERSITY OF TECHNOLOGY AND EDUCATION   (China)

Author keywords

Associative memory; Bidirectional associative memory (BAM); Genetic algorithm (GA); Neural network; Noise immunity; Pattern recognition

Indexed keywords

COMPUTER SIMULATION; ERROR CORRECTION; GENETIC ALGORITHMS; LEARNING SYSTEMS; NEURAL NETWORKS; PATTERN RECOGNITION; SENSITIVITY ANALYSIS; SPURIOUS SIGNAL NOISE;

BIDIRECTIONAL ASSOCIATIVE MEMORY; EVOLUTIONARY BIDIRECTIONAL LEARNING; EVOLUTIONARY PSEUDORELAXATION LEARNING; NOISE IMMUNITY; SMALL VARIANCE LEARNING;

ASSOCIATIVE STORAGE;

ALGORITHM; ARTICLE; ARTIFICIAL NEURAL NETWORK; AUTOMATED PATTERN RECOGNITION; BIOLOGICAL MODEL; COMPUTER ANALYSIS; COMPUTER SIMULATION; EVALUATION; MATHEMATICAL COMPUTING; METHODOLOGY; SENSITIVITY AND SPECIFICITY; STATISTICAL MODEL; STATISTICS;

ALGORITHMS; COMPUTER SIMULATION; COMPUTING METHODOLOGIES; MODELS, BIOLOGICAL; MODELS, STATISTICAL; NEURAL NETWORKS (COMPUTER); NUMERICAL ANALYSIS, COMPUTER-ASSISTED; PATTERN RECOGNITION, AUTOMATED; SENSITIVITY AND SPECIFICITY; STOCHASTIC PROCESSES;

EID: 23044498618     PISSN: 10459227     EISSN: None     Source Type: Journal    
DOI: 10.1109/TNN.2005.849832     Document Type: Article

References (30)

1. K. Nakano, "Associatron-a model of associative memory," IEEE Trans. Syst. Man. Cybern., vol. SMC-2, no. 3, pp. 380-388, Mar. 1972.
2. Y. Hirai, "A model of human associative processor (HASP)," IEEE Trans. Syst. Man. Cybern., vol. SMC-13, no. 5, pp. 851-857, May 1983.
3. J. J. Hopfield, "Neural networks and physical systems with emergent collective computational abilities," Proc. Nat. Acad. Sci., vol. 79, pp. 2554-2558, 1982.
4. B. Kosko, "Bideirectional associative memories," IEEE Trans. Syst. Man. Cybern., vol. 18, pp. 49-60, 1988.
5. B. Kosko, "Stochastic competitive learning," IEEE Trans. Neural Netw., vol. 2, no. 5, pp. 522-529, Sep. 1991.
6. M. Hagiwara, "Multidirectional associative memories," in Proc. Int. Joint Conf. Neural Networks, vol. 1, Washington, DC, 1990, pp. 15-16.
7. M. Hattori and M. Hagiwara, "Knowledge processing system using chaos association memory," in Proc. IEEE Int. Conf. Neural Networks, vol. 3, 1995, pp. 1304-1309.
8. J. Huang and H. Masafumi, "A combined multiwinner multidirectional associative memory," Neural Netw., vol. 48, pp. 369-389, 2002.
9. E. Del-Moral-Hernandez, "Neural networks with chaotic recursive nodes techniques for the design of associative memories, contrast with Hopfield architectures, and extensions for time-dependent inputs," Neural Netw., vol. 16, pp. 675-682, 2003.
10. R. Rosenblatt, "Principle of neurodynamics," in Spartan Books New York, 1959.
11. K. Aihara, T. Takeba, and M. Toyoda, "Chaotic neural networks," Phys. Lett. A, vol. 144, pp. 333-340, 1990.
12. O. Yuko, H. Motonobu, and H. Masafumi, "Chaotic bidirectional associative memory," in Proc. IEEE Int. Conf Neural Networks, vol. 2, 1996, pp. 816-821.
13. Y. Osana, M. Hattori, and M. Hagiwara, "Chaotic multidirectional associative memory," in Proc. Int. Conf. Neural Networks, vol. 2, 1997, pp. 1210-1215.
14. R. De Figueiredo and A. Gerber, "Separation of superimposed pattern and many-to-many associations by chaotic neural networks," in Proc. IEEE Int. Conf. Acoustics, Speech, and Signal Processing, vol. 7, 1982, pp. 391-394.
15. B. Kosko, "Unsupervised learning in noise," IEEE Trans. Neural Netw., vol. 1, no. 1, pp. 44-57, Mar. 1990.
16. O. Heekuck and C. Suresh, "Adaptation of the relaxation method for learning in bidirectional associative memory," IEEE Trans. Neural Netw., vol. 5, pp. 576-583, 1994.
17. M. Hagiwara, "Quick learning for bidirectional associative memory," in The Institute of Electronics, Information and Communication Engineers, Japan, 1994, vol. E77-D, pp. 385-392.
18. C. Feng and R. Plamondon, "Stability analysis of bidirectional associative memory networks with time delays," IEEE Trans. Neural Netw., vol. 14, no. 6, pp. 1560-1565, Nov. 2003.
19. S. Miyoshi and M. Okada, "Storage capacity diverges with synaptic efficiency in ah associative memory model with synaptic delay and pruning," IEEE Trans. Neural Netw., vol. 15, no. 5, pp. 1215-1227, Sep. 2004.
20. M. K. Muezzinoglu and C. Guzelis, "A Boolean Hebb rule for binary associative memory design," IEEE Trans. Neural Netw., vol. 15, no. 1, pp. 195-202, Jan. 2004.
21. M. K. Muezzinoglu, C. Guzelis, and J. M. Zurada, "A new design method for the complex-valued multistate Hopfield associative memory," IEEE Trans. Neural Netw., vol. 14, no. 4, pp. 891-899, Jul. 2003.
22. R. C. Wilson and E. R. Hancock, "A study of pattern recovery in recurrent correlation associative memories," IEEE Trans. Neural Netw., vol. 14, no. 3, pp. 506-519, May 2003.
23. G. Costantini, D. Casali, and R. Perfetti, "Neural associative memory storing gray-coded gray-scale images," IEEE Trans. Neural Netw., vol. 14, no. 3, pp. 703-707, May 2003.
24. N.-S. Xu, Y.-F. Bai, and L. Zhang, "A novel high-order associative memory system via discrete Taylor series," IEEE Trans. Neural Netw., vol. 14, no. 4, pp. 734-747, Jul. 2003.
25. H. Motonobu, M. Hagiwara, and M. Nakagawa, "New results of quick learning for bidirectional associative memory having high capacity," in Proc. IEEE Int. Conf. Neural Networks, vol. 2, 1994, pp. 1080-1085.
26. J. D. Cao and M. Dong, "Exponential stability of delayed bi-directional associative memory networks," Appl. Math. Computat., vol. 135, pp. 105-112, 2003.
27. C. S. Leung, "Optimun learning for bidirectional associative memory in the sense of capacity," IEEE Trans. Syst. Man. Cybern., vol. 24, no. 5, pp. 791-796, May 1994.
28. C. S. Leung, "Encoding method for bidirectional associative memory using projection on convex sets," IEEE Trans. Neural Netw., vol. 4, no. 5, pp. 879-881, Sep. 1993.
29. Y. Wang, J. B. Cruz, and K. H. Mulligan, "Two coding stratagies for bidirectional associative memory," Neural Netw., vol. 1, pp. 81-91, 1990.
30. P. Simpson, "Bidirectional associative memory systems," General Dynamics Eletronics Div., Tech. Rep. GDE-ISG-PKS-02, 1988.