Normalization methods for input and output vectors in Backpropagation neural networks

International Journal of Computer Mathematics

Volumn 71, Issue 1-2, 1999, Pages 161-171

  Kim, Daehyon ^a  

^a Korea Highway Corporation   (South Korea)

Author keywords

Backpropagation; Neural networks; Normalization; Pattern recognition

Indexed keywords

NEURAL NETWORKS; PATTERN RECOGNITION; TOPOLOGY;

BACK PROPAGATION NEURAL NETWORKS; INPUT AND OUTPUTS; LEARNING PARAMETERS; NEURAL NETWORK MODEL; NORMALIZATION; NORMALIZATION METHODS; PREDICTION ACCURACY; REAL-WORLD IMAGE DATA;

BACKPROPAGATION;

EID: 0012880651     PISSN: 00207160     EISSN: None     Source Type: Journal    
DOI: 10.1080/00207169908804800     Document Type: Article

References (9)

1. Balakrishnan, K. and Honavar, V. (1992). Improving convergence of backpropagation by handling flat-spots in the output layer. 2nd International Conference on Artificial Neural Networks, pp. 1003-1009.
2. Carpenter, G. A., Grossberg, S., Markuzon, N., Reynolds, J. H. and Rosen, D. B. (1992). Fuzzy ARTMAP: A neural network architecture for incremental supervised learning of analog multidimensional maps. IEEE Transactions on Neural Networks, 3(5), 698-713.
3. Dougherty, M. (1995). A review of neural networks applied to transport. Transportation Research C, 3(4), 247-260.
4. Fahlman, S. E. (1988). An empirical study of learning speed in backpropagation networks. Technical Report CMU-CS-88-162, Canegie Mellon University.
5. Fausett, L. (1994). Fundamentals of Neural Networks: Architectures, Algorithms and Applications, Englewood Cliffs, NJ: Prentice-Hall.
6. Freeman, J. A. and Skapura, D. M. (Eds.) (1992). Neural Networks: Algorithms, Applications and Programming Techniques. Reading, Massachusetts: Addison-Wesley.
7. Haykin, S. (Ed.) (1994). Neural networks: A Comprehensive Foundation. New York: Macmillan; Toronto: Maxwell Macmillan Canada; New York: Maxwell Macmillan International.
8. Kim, D. (1996). Acquiring parking information by image processing and neural networks. Ph. D. Thesis, University of Newcastle, UK.
9. Nadeau, D. (1995). IMAGE TOOLS. San Diego Supercomputer Center, SDSC consultants.