| Presentation | 2000/11/17 A Cooperative Learning Algorithm for Multi-Layered Neural Networks by using a PC Cluster Eiji Watanabe, Katsumi Mori, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this report, a cooperative learning algorithm of multi-layered neural networks(NNs)is newly proposed based on a PC cluster and the experimental results for pattern classification problems are shown.The proposed cooperative learning algorithm has the following procedures : (i)parallel learning of each NN having different initial weights by using the error back propagation learning algorithm, (ii)exchange of information(weights)so as to minimize the unbalance among NNs and improve the learning performance of them.Finally, we apply the proposed cooperative learning algorithm for a classfication problem of Japanese-Kanji fonts and show its behaviour and effectiveness concretely. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Multi-layered neural network / PC cluster / Module structure / Cooperative learning algorithm / Information exchange |
| Paper # | NC2000-71 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2000/11/17(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 | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Cooperative Learning Algorithm for Multi-Layered Neural Networks by using a PC Cluster |
| Sub Title (in English) | |
| Keyword(1) | Multi-layered neural network |
| Keyword(2) | PC cluster |
| Keyword(3) | Module structure |
| Keyword(4) | Cooperative learning algorithm |
| Keyword(5) | Information exchange |
| 1st Author's Name | Eiji Watanabe |
| 1st Author's Affiliation | Department of Information Systems and Management Science Faculty of Science, Konan University() |
| 2nd Author's Name | Katsumi Mori |
| 2nd Author's Affiliation | Department of Information Processing Engineering Faculty of Engineering, Fukuyama University |
| Date | 2000/11/17 |
| Paper # | NC2000-71 |
| Volume (vol) | vol.100 |
| Number (no) | 466 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |