| Presentation | 2006-03-20 Development of a specified processor suited for GA-based learning to binary neural networks Akio TAKAHASHI, Tatuya HIRANE, Hidehiro NAKANO, Arata MIYAUCHI, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper, we propose a specified processor system suited for executing a GA-based learning method to Binary Neural Networks (BNNs). First, we explain specified instruction sets, overall architecture, and each processing unit in the processor. Next, we execute learning algorithms by using the proposed processor system and by using a general-purpose computer respectively. We then compare those execution time and learning performances. We show that the proposed processor system can perform much faster learning than the general-purpose computer. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Genetic Algorithm / Binary Neural Network / Processor System |
| Paper # | NLP2005-145 |
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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 | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Development of a specified processor suited for GA-based learning to binary neural networks |
| Sub Title (in English) | |
| Keyword(1) | Genetic Algorithm |
| Keyword(2) | Binary Neural Network |
| Keyword(3) | Processor System |
| 1st Author's Name | Akio TAKAHASHI |
| 1st Author's Affiliation | Musashi Institute of Technology() |
| 2nd Author's Name | Tatuya HIRANE |
| 2nd Author's Affiliation | Musashi Institute of Technology |
| 3rd Author's Name | Hidehiro NAKANO |
| 3rd Author's Affiliation | Musashi Institute of Technology |
| 4th Author's Name | Arata MIYAUCHI |
| 4th Author's Affiliation | Musashi Institute of Technology |
| Date | 2006-03-20 |
| Paper # | NLP2005-145 |
| Volume (vol) | vol.105 |
| Number (no) | 675 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |