| Presentation | 2004-11-26 Fast Algorithms for the Self-Organizing Map Hardware Employing Rough Comparison Winner-Takes-All and Batch Learning Hakaru TAMUKOH, Takashi ASO, Keiichi HORIO, Takeshi YAMAKAWA, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper describes new fast algorithms for the Self-Organizing Map (SOM) employing Rough comparison Winner-Takes-All (RWTA) and batch learning, and also describes its digital hardware architecture. In the RWTA algorithm, the winner unit is roughly assigned in early learning stage and strictly done in later learning stage, respectively. The RWTA can reduce the number of clocks for learning. In addition, the pipeline processing is possible by using the batch learning. Therefore, the proposed algorithm can realize high speed calculation of the SOM hardware. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Self-Organizing Map / Rough comparison Winner-Takes-All / Batch learning / Hardware architecture |
| Paper # | NLP2004-75 |
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| Committee | NLP |
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| Conference Date | 2004/11/19(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 | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Fast Algorithms for the Self-Organizing Map Hardware Employing Rough Comparison Winner-Takes-All and Batch Learning |
| Sub Title (in English) | |
| Keyword(1) | Self-Organizing Map |
| Keyword(2) | Rough comparison Winner-Takes-All |
| Keyword(3) | Batch learning |
| Keyword(4) | Hardware architecture |
| 1st Author's Name | Hakaru TAMUKOH |
| 1st Author's Affiliation | Graduate School of Life Science and System Engineering, Kyushu Institute of Technology() |
| 2nd Author's Name | Takashi ASO |
| 2nd Author's Affiliation | Faculty of Management and Information Sciences, Kyushu Institute of Information Sciences |
| 3rd Author's Name | Keiichi HORIO |
| 3rd Author's Affiliation | Graduate School of Life Science and System Engineering, Kyushu Institute of Technology |
| 4th Author's Name | Takeshi YAMAKAWA |
| 4th Author's Affiliation | Graduate School of Life Science and System Engineering, Kyushu Institute of Technology |
| Date | 2004-11-26 |
| Paper # | NLP2004-75 |
| Volume (vol) | vol.104 |
| Number (no) | 471 |
| Page | pp.pp.- |
| #Pages | 6 |
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