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The essential order of approximation for neural networks

โœ Scribed by Zongben Xu; Feilong Cao

Book ID
111783664
Publisher
Science in China Press (SCP)
Year
2004
Tongue
English
Weight
236 KB
Volume
47
Category
Article
ISSN
1674-733X

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โœ Jianjun Wang; Zongben Xu ๐Ÿ“‚ Article ๐Ÿ“… 2010 ๐Ÿ› Elsevier Science ๐ŸŒ English โš– 374 KB

For the nearly exponential type of feedforward neural networks (neFNNs), the essential order of their approximation is revealed. It is proven that for any continuous function defined on a compact set of R(d), there exist three layers of neFNNs with the fixed number of hidden neurons that attain the