A modified Sparse Distributed Memory model for extracting clean patterns from noisy inputs

Proceedings of the International Joint Conference on Neural Networks

Volumn , Issue , 2009, Pages 2084-2089

  Meng, Hongying ^a   Appiah, Kofi ^a   Hunter, Andrew ^a   Yue, Shigang ^a   Hobden, Mervyn ^b   Priestley, Nigel ^b   Hobden, Peter ^b   Pettit, Cy ^b  

^a UNIVERSITY OF LINCOLN   (United Kingdom)

^b E2V TECHNOLOGIES   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

HARDWARE IMPLEMENTATIONS; LONG TERM MEMORY; MATHEMATICAL THEORY; MATRIX; MODIFIED MODEL; MODIFIED SPARSE DISTRIBUTED MEMORY; PATTERN RECALL; RANDOM BINARY SEQUENCES; REAL-WORLD APPLICATION; SIMPLE MODEL; SPARSE DISTRIBUTED MEMORY; STORAGE REQUIREMENTS; TRAINING SAMPLE; TRI-STATE LOGIC;

BINARY SEQUENCES; NEURAL NETWORKS; SPACE DIVISION MULTIPLE ACCESS;

HARDWARE;

EID: 70449367171     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IJCNN.2009.5178873     Document Type: Conference Paper

References (22)

1. A. D. Baddeley, "The influence of acoustic and semantic similarity on long-term memory for word sequences." Quart. J. exp. Psychol., vol. 18, pp. 302-309, 1966.
2. D. J. Willshaw, O. P. Buneman, and H. C. Longuet-Higgins, "Nonholographic associative memory." Nature, vol. 222, pp. 960-962, 1969.
3. J. J. Hopfield, "Neural networks and physical systems with emergent collective computational abilities, " Proceedings of the National Academy of Sciences of the United States of America, vol. 79, no. 8, pp. 2554-2558, 1982.
4. J. D. Keeler, "Comparison between kanerva's sdm and hopfield-type neural networks, " Cognitive Science, vol. 12, no. 3, pp. 299-329, 1988.
5. P. Kanerva, Sparse distributed memory. The MIT Press, 1988.
6. -, "Sparse distributed memory and related models, " in Associative Neural Memories: Theory and Implementation, 1993, pp. 50-76.
7. R. W. Prager and F. Fallside, "The modified kanerva model for automatic speech recognition. " Computer Speech and Language, vol. 3, p. 6181, 1989.
8. R. Prager, "Some experiments with fixed non-linear mappings and single layer networks." 1992, technical report, Cambridge University, Engineering Department CUED/F-INFENG/TR.106.
9. Y. Baram, "Memorizing binary vector sequences by a sparsely encoded network." IEEE Transactions on Neural Networks, vol. 5, pp. 974-981, 1994.
10. S. Ryan and J. Andreae, "Improving the performance of kanerva's associate memory." IEEE Transactions on Neural Networks, vol. 6, pp. 125-130, 1995.
11. S. Holden and P. Rayner, "Generalization and pac learning: some new results for the class ofgeneralized single-layer networks." IEEE Transactions on Neural Networks, vol. 6, pp. 368-380, 1995.
12. T. A. Hely, D. J. Willshaw, and G. M. Hayes, "A new approach to kanerva's sparse distributed memory, " in In IEEE Transactions on Neural Networks, 1997, pp. 101-105.
13. F. Zboril, "An application of the sparse distributed memory, " in In: Proceedings of the ASIS, 1997, p. p.
14. K. Fan and Y. Wang, "A genetic sparse distributed memory approach to the application of handwritten character recognition, " vol. 30, no. 12, pp. 2015-2022, December 1997.
15. M. Lindell, J. Sarrinen, J. Tomberg, P. Kanerva, and K. Kaski, "Configurable sparse distributed memory hardware implementation. " in IEEE International Sympoisum on Circuits and Systems, 1991, pp. 3078-3081.
16. A. Turk, A. Turk, G. Gorz, and G. Gorz, "Kanerva's sparse distributed memory: Object-oriented implementation on the connection machine, " in In: Proceedings of the Fourteenth International Joint Conference on Artificial Intelligence, 1995.
17. L. Perrinet, M. Samuelides, and S. Thorpe, "Coding static natural images using spiking event times: do neurons cooperate?" IEEE Transactions on Neural Networks, vol. 15, pp. 1164-1175, 2004.
18. S. B. Furber, W. J. Bainbridge, J. M. Cumpstey, and S. Temple, "Sparse distributed memory using n-of-m codes, " Neural Netw., vol. 17, no. 10, pp. 1437-1451, 2004.
19. M. Rehna and F. T. Sommer, "Storing and restoring visual input with collaborative rank coding and associative memory." Neurocomputing, vol. 69, pp. 1219-1223, 2006.
20. S. B. Furber, G. Brown, J. Bose, J. M. Cumpstey, P. Marshall, and J. L. Shapiro, "Sparse distributed memory using rank-order neural codes." IEEE Transactions on Neural Networks, vol. 18, pp. 648-659, 2007.
21. A. Anwar, D. Dasgupta, and S. Franklin, "Using genetic algorithms for sparse distributed memoryinitialization, " in Proceedings of the 1999 Congress on Evolutionary Computation, 1999.
22. J. Austin, RAM-based neural networks. World Scientific Publishing Co., 1998.