| Presentation | 1997/10/20 Periodic Chaos Neural Network with Autocorrelation Dynamics MASAHIRO NAKAGAWA, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this report we shall propose a novel chaos neural network model applied to memory search and the autoassociation. The present artificial neuron model is substantially characterized in terms of a time-dependent periodic activation function to involve a chaotic dynamics on the basis of the energy steepest descent strategy. It is elucidated that the present neural network has an ability of the dynamic memory retrievals beyond the conventional models with the nonmonotonous activation function as well as such a monotonous activation function as sigmoidal one. This advantage is found to result from the nonmonotonous property of the analogue periodic mapping accompanied with a chaotic behaviour of the neurons. It is also found that the present analogue neuron model with the periodicity control has a remarkably large memory capacity in comparison with the previously proposed association models. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | chaos neuron / periodic mapping / associative memory |
| Paper # | NC97-40 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 1997/10/20(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | |
| Vice Chair | |
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| Paper Information | |
| Registration To | Neurocomputing (NC) |
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| Language | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Periodic Chaos Neural Network with Autocorrelation Dynamics |
| Sub Title (in English) | |
| Keyword(1) | chaos neuron |
| Keyword(2) | periodic mapping |
| Keyword(3) | associative memory |
| 1st Author's Name | MASAHIRO NAKAGAWA |
| 1st Author's Affiliation | Division of Information System Engineering, Faculty of Engineering, Nagaoka University of Technology() |
| Date | 1997/10/20 |
| Paper # | NC97-40 |
| Volume (vol) | vol.97 |
| Number (no) | 332 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |