| Presentation | 2010/6/11 On the Chaos Associative Memory with Tchebycheff Activation Function Masahiro NAKAGAWA, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper we shall put forward a novel chaos neuron model and investigate the dynamic properties of memory retrievals. The present artificial neuron model is defined by such periodic input-output mapping as the Tchebycheff function of the second kind. It is apparently shown that the present neural network with a periodic activation function has an ability of the retrievals of the embedded patterns superior than the conventional neural network with such a monotonous mapping. This advantage is considered to be as a result of the nonmonotonous property of the periodic mapping which involves a chaotic behaviour of the neurons. It is also found that the present chaos neuron model has a remarkably larger memory capacity than the conventional association system with the monotonous dynamics. These findings are considered to result from the chaotic dynamics to avoid at an unfavourable spurious states. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | chaos neuron / periodic mapping / associative memory |
| Paper # | NC2010-1,NLP2010-1 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2010/6/11(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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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) | On the Chaos Associative Memory with Tchebycheff Activation Function |
| 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 | Department of Electrical Engineering, Faculty of Engineering, Nagaoka University of Technology() |
| Date | 2010/6/11 |
| Paper # | NC2010-1,NLP2010-1 |
| Volume (vol) | vol.110 |
| Number (no) | 83 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |