Presentation | 1997/12/12 Chaotic Neural Networks Masahiro Endo, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | We propose layered neural networks (LNN) in which chaotic neural networks (CNN) are incorporated, and learning rules for the networks. The CNN is a network reported by Aihara et al. The proposed network is of incorporated CNN in hidden layer of LNN. Although the proposed learning rule is based on the error, back propagation, our neural networks are characterized by intermittent mobilization of CNN. An advantage of this network is that, it can escape from local minima owing to the chaotic behavior of CNN. For LNNs, there has been a traditional way of escaping from local minima where a noise, given from the outside plays an essential role. However, our neural networks work well without relying on external assistance. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | chaos / chaotic neural network / layerd neural network / error back propagation |
Paper # | NC97-55 |
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Conference Information | |
Committee | NC |
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Conference Date | 1997/12/12(1days) |
Place (in Japanese) | (See Japanese page) |
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Topics (in Japanese) | (See Japanese page) |
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Paper Information | |
Registration To | Neurocomputing (NC) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Chaotic Neural Networks |
Sub Title (in English) | |
Keyword(1) | chaos |
Keyword(2) | chaotic neural network |
Keyword(3) | layerd neural network |
Keyword(4) | error back propagation |
1st Author's Name | Masahiro Endo |
1st Author's Affiliation | Department of Knowledge-based Information Engineering, Toyohashi University of Technology() |
Date | 1997/12/12 |
Paper # | NC97-55 |
Volume (vol) | vol.97 |
Number (no) | 448 |
Page | pp.pp.- |
#Pages | 7 |
Date of Issue |