Modelling conditional probabilities with committees of RVFL networks

Husmeier, D. and Taylor, J.G. (1997) Modelling conditional probabilities with committees of RVFL networks. In: Gerstner, W., Germond, A., Hasler, M. and Nicoud, J.D. (eds.) Proceedings of the 7th International Conference on Artificial Neural Networks. Series: Lecture notes in computer science (1327). Springer: Berlin, Germany, pp. 1053-1058. ISBN 9783540636311

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Abstract

. Training neural networks for predicting conditional probabilities can be accelerated considerably by the incorporation of the Random Vector Functional Link (RVFL) concept. This al lows the creation of a large committee of predictors, which was found to lead to a significant improvement of the generalisation performance.

Item Type:Book Sections
Status:Published
Glasgow Author(s) Enlighten ID:Husmeier, Professor Dirk
Authors: Husmeier, D., and Taylor, J.G.
College/School:College of Science and Engineering > School of Mathematics and Statistics > Statistics
Publisher:Springer
ISBN:9783540636311
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