| Presentation | 2003/9/22 Attraction Characteristics of Associative Memory by Hopfield NN with Chaos Injection Yoko UWATE, Yoshifumi NISHIO, Tohru IKEGUCHI, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Several people point out that the intermittency chaos injected to the Hopfield Neural Network (abbr. NN) gains the best performance for solving traveling salesman problems, which is one of the combinatorial optimization problems. Until now, we investigated the performance of the intermittency chaos injected to the Hopfield NN working as an associative memory. The speed of the convergence to an embedded pattern is evaluated. In this study, we investigate that how to work the intermittency chaos for an associative memory. "Is the intermittency chaos good to escape from a local minimum?" "Is the intermittency chaos good to find the global minimum?" In order to solve this mystery, we research attraction characteristics of associative memory by the Hopfield NN with intermittency chaos injection. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | intermittency chaos / edge of chaos / chaos noise / Hopfield Neural Network / associative memory |
| Paper # | MLP2003-57 |
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| Conference Information | |
| Committee | NLP |
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| Conference Date | 2003/9/22(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Vice Chair | |
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| Paper Information | |
| Registration To | Nonlinear Problems (NLP) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Attraction Characteristics of Associative Memory by Hopfield NN with Chaos Injection |
| Sub Title (in English) | |
| Keyword(1) | intermittency chaos |
| Keyword(2) | edge of chaos |
| Keyword(3) | chaos noise |
| Keyword(4) | Hopfield Neural Network |
| Keyword(5) | associative memory |
| 1st Author's Name | Yoko UWATE |
| 1st Author's Affiliation | Dept. of Electrical and Electronic Engineering, Tokushima University() |
| 2nd Author's Name | Yoshifumi NISHIO |
| 2nd Author's Affiliation | Dept. of Electrical and Electronic Engineering, Tokushima University |
| 3rd Author's Name | Tohru IKEGUCHI |
| 3rd Author's Affiliation | Dept. of Information and Computer Sciences, Saitama University |
| Date | 2003/9/22 |
| Paper # | MLP2003-57 |
| Volume (vol) | vol.103 |
| Number (no) | 335 |
| Page | pp.pp.- |
| #Pages | 4 |
| Date of Issue | |