Entropy Learning in Neural Network

Abstract

In this paper, entropy term is used in the learning phase of a neural network.  As learning progresses, more hidden nodes get into saturation.  The early creation of such hidden nodes may impair generalisation.  Hence entropy approach is proposed to dampen the early creation of such nodes.  The entropy learning also helps to increase the importance of relevant nodes while dampening the less important nodes.  At the end of learning, the less important nodes can then be eliminated to reduce the memory requirements of the neural network.
https://doi.org/10.29037/ajstd.362
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References

Muller, B. and Reinhardt, J. (1990), Springer Verlag.

Battiti, R.(1994), IEEE Transactions on Neural Network, vol. 5, no. 4, pp. 537-550.

Prat, L.Y.(1993), Computer Science Department, Rutgers University, ML-TR-37.

Deco, G., W.F. and Zimmermann, H.G. (1995), Neural Computation, vol. 7, pp. 86-107.

Burrows, T.L. and Niranjan, M. (1993), Technical report CUED/F-INFENG/TR158, Cambridge University Engineering Department.

Kamimura, R. and Nakanishi, S. (1995), IEICE Trans. Inf. and Syst., vol. E78, pp. 484489.

Kamimura, R. and Nakanishi, S. (1996), International Conference on Neural Information Processing, Hong Kong, pp. 145-150.

Kirpatrick, S., Gelatt Jr., C.D. and Vecchi, M.P. (1983), Science, vol. 220, pp. 671-680.

Ng, G.S., Erdogan, S.S. and Chan, K.H. (1996), Fourth International Conference On Automation, Robotics and Computer Vision, pp. 2472-2477.

Mozer, M.C. and Smolensky, P. (1989), Connection Science, vol. 1, no. 1, pp. 3-16.

Karnin, E.D. (1990), IEEE Transactions on Neural Networks, vol. 1, pp. 239-242.

Ruck, D.W., Rogers, S.K., Kabrisky, M., Priddy, K. L., and Tarr, G. L. (1992), TechnicalReport No 92-92, Department of Electrical and Computer Engineering, Air Force Institute of Technology.

Chung, F. L. and Lee, T. (1992), International Journal of Neural Systems, vol. 3, pp.

-314.

Shamir, N., Saad, D., and Marom, E. (1993), International Journal of Neural Systems, vol. 4, pp. 143-158.

Le, C. Y., Denker, J.S. and Solla, S.A. (1990), Edited by Touretzky, D.S., Morgan Kaufmann, San Mateo, pp. 598-605.

Fisher, R.A. (1936), Annals of Eugenics,vol. 7, pp. 179-188.

Copyright (c) 2017 Geok See Ng, D. Shi, A. Wahab, H. Singh

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