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A Simple Strategy to prune Neural Networks with an Application to Economic Time Series

A major problem in applying neural networks is specifying the sizeof the network. Even for moderately sized networks the number ofparameters may become large compared to the number of data. In thispaper network performance is examined while reducing the size of thenetwork through the use of multiple correlation coefficients andgraphical analysis of network output per hidden layer cell andinput layer cell.
Year of publication:
1997-12-03
Authors: Kaashoek, Johan F. ; Dijk, Herman K. van
Institutions: Tinbergen Instituut
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application/pdf
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Type of publication: Book / Working Paper
Notes:
The text is part of a series Tinbergen Institute Discussion Papers Number 97-123/4
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Persistent link: https://www.econbiz.de/10011255717
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