| Presentation | 2001/11/9 A Distributed Learning Algorithm for Multi-Layered Neural Networks and Its Applications to Pattern Classification Problems Eiji Watanabe, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this report, a distributed learning algorithm of multi-layered neural networks(NNs)is newly proposed using a PC cluster. In the proposed distributed learning algorithm, the learning data is distributed among the group of NNs based on the idea in the clustering method. Then the proposed learning algorithm has the following functions : (i)the decentralization of the learning load in each NN, (ii)the improvement of the learning ability in the group of NNs. Next, a neural network for the integration of the response of each NN is introduced for the purpose of the improvement of the generalization ability. Finally, the proposed learning algorithm is applied to the pattern classification problems and it is shown that the proposed learning algorithm can distribute the learning load according to the learning ability of each NN. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Multi-layered neural network / PC cluster / Module structure / Distributed learning algorithm / Information integration |
| Paper # | NC 2001-63 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2001/11/9(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 Distributed Learning Algorithm for Multi-Layered Neural Networks and Its Applications to Pattern Classification Problems |
| Sub Title (in English) | |
| Keyword(1) | Multi-layered neural network |
| Keyword(2) | PC cluster |
| Keyword(3) | Module structure |
| Keyword(4) | Distributed learning algorithm |
| Keyword(5) | Information integration |
| 1st Author's Name | Eiji Watanabe |
| 1st Author's Affiliation | Department of Information Science and Systems Engineering Faculty of Science and Engineering, Konan University() |
| Date | 2001/11/9 |
| Paper # | NC 2001-63 |
| Volume (vol) | vol.101 |
| Number (no) | 432 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |