Forms of adapting patterns to Hopfield neural networks with larger number of nodes and higher storage capacity

IEEE International Conference on Neural Networks - Conference Proceedings

Volumn 2, Issue , 2004, Pages 937-942

  Oliveira, Clayton Silva ^a   Del Moral Hernandez, Emilio ^a  

^a UNIVERSITY OF SÃO PAULO   (Brazil)

Author keywords

[No Author keywords available]

Indexed keywords

ADAPTING PATTERNS; HOPFIELD ARCHITECTURE; NOISY VERSIONS; STORAGE CAPACITY;

DATABASE SYSTEMS; OPTIMIZATION; PARAMETER ESTIMATION; PRINCIPAL COMPONENT ANALYSIS; PROBLEM SOLVING; VECTORS;

NEURAL NETWORKS;

EID: 10944236147     PISSN: 10987576     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IJCNN.2004.1380057     Document Type: Conference Paper

References (11)

1. J. J. Hopfield. "Neural networks and physical systems with emergent collective computational abilities". Proc. Nat. Acad. Sci. USA, vol. 79, pp. 2554-2558, 1982.
2. J. J. Hopfield, D. I. Feinstein and R. G. Palmer. "Unlearning has a stabilizing effect in collective memories", Nature, Vol. 304, July 1983, pp. 158-159.
3. Robert J. McEliece et al. "The Capacity of the Hopfield Associative Memory", IEEE Transaction on Information Theory, vol. IT-33, no. 4, pp. 461-482, July 1987.
4. Y. S. Abu-Mostafa and J. St. Jacques. "Information capacity of the Hopfield model". IEEE Trans. Inform. Theory vol. IT-31, pp. 461-464, 1985.
5. Chuan Kuo; Zhen Zhang. "Capacity of associative memory" IEEE International Symposium on Information Theory Proceedings, page 222, 27 June - 1 July 1994.
6. Heekuck Oh et al, "A New Learning Approach to Enhance the Storage Capacity of the Hopfield Model", IEEE International Joint Conference on Neural Networks, Pages:2056-2062, vol.3, 18-21 Nov. 1991.
7. Chang-Jiu Chen et al, "High Capacity for the Hopfield Neural Networks", IEEE International Joint Conference on Neural Networks, pp. 1175-1180, Vol. 2, 27 June-2 July 1994.
8. nded, Prentice Hall, Upper Saddle River, NJ, 1999.
9. Yann LeCun. Site with handwritten digits database: "http://yann. lecun.com/exdb/mnist/index.html". NEC Research Institute.
10. Clayton Oliveira and Emilio Del Moral Hernandez. "MLP+H: a Hybrid Neural Architecture Formed by the Interaction of Hopfield and Multi-Layer Perception Neural Networks" © Springer-Verlag. 7th International Work Conference on Artificial and Natural Neural Networks. Menorca, Spain. June, 2003.
11. Clayton Oliveira and Emílio Del Moral Hernandez. "As Redes Neurais de Hopfield e Multi-Layer Perceptrons Formando uma Arquitetura Neural Híbrida (MLP+H) com Características Próprias". 6th Brazilian Conference on Neural Networks, pages 13-18. June 2-5, 2003 - Centro Universitário da FEI, Sao Paulo - Brazil.