| Presentation | 2006-03-20 CHAOSOM and its Application to Traveling Salesman Problem Haruna MATSUSHITA, Yoshifumi NISHIO, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this study, we try to implant chaotic features into the learning algorithm of self-organizing map. We call this concept as Chaotic SOM (CHAOSOM). As a first step to realize CHAOSOM, we consider the case that learning rate and neighboring coefficient of SOM are refreshed by chaotic pulses generated by the Hodgkin-Huxley equation. We apply the CHAOSOM to solve a traveling salesman problem and confirm that the chaotic feature improves the performance. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | self-organizing map (SOM) / chaos / Hodgkin-Huxley equation / traveling salesman problem |
| Paper # | NLP2005-148 |
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| Conference Information | |
| Committee | NLP |
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| Conference Date | 2006/3/13(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Nonlinear Problems (NLP) |
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| Language | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | CHAOSOM and its Application to Traveling Salesman Problem |
| Sub Title (in English) | |
| Keyword(1) | self-organizing map (SOM) |
| Keyword(2) | chaos |
| Keyword(3) | Hodgkin-Huxley equation |
| Keyword(4) | traveling salesman problem |
| 1st Author's Name | Haruna MATSUSHITA |
| 1st Author's Affiliation | Department of Electrical and Electronic Engineering, Tokushima University() |
| 2nd Author's Name | Yoshifumi NISHIO |
| 2nd Author's Affiliation | Department of Electrical and Electronic Engineering, Tokushima University |
| Date | 2006-03-20 |
| Paper # | NLP2005-148 |
| Volume (vol) | vol.105 |
| Number (no) | 675 |
| Page | pp.pp.- |
| #Pages | 4 |
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