| Presentation | 2001/3/16 A Distributed-Cooperative Learning Algorithm for Multi-Layered Neural Networks using a PC Cluster Eiji Watanab, Katsumi Mori, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | ln this report, a distributed-cooperative learning algorithm of multi-layered neural networks(NNs)is newly proposed using a PC cluster. In the proposed distributed-cooperative learning algorithm, the learning data are exchanged among the group of NNs based on the idea the ciustering method. Then the proposed learning algorithm has the following functions: (i)the decentralization of the learning load in each NN, (ii)the imporovement of the learning ability in the group of NNs. Finally, we apply the proposed learning algorith for an image segementation problem and a section segemntation problem in non-stationary time-series data and show 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-Cooperative learning / Information exchange |
| Paper # | NC2000-157 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2001/3/16(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-Cooperative Learning Algorithm for Multi-Layered Neural Networks using a PC Cluster |
| Sub Title (in English) | |
| Keyword(1) | Multi-layered neural network |
| Keyword(2) | PC cluster |
| Keyword(3) | Module structure |
| Keyword(4) | Distributed-Cooperative learning |
| Keyword(5) | Information exchange |
| 1st Author's Name | Eiji Watanab |
| 1st Author's Affiliation | Departrnent of Information Systems and Management Science Facult 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 | 2001/3/16 |
| Paper # | NC2000-157 |
| Volume (vol) | vol.100 |
| Number (no) | 688 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |