| Presentation | 2005-07-30 Characteristics of BP Neural Networks for Pattern Classification Hirohito SHINTANI, Masatake AKUTAGAWA, Hirofumi NAGASHINO, Yohsuke KINOUCHI, |
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| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | It is difficult to find that the neural network use where part of patterns for the recognition. Cause of that is nonlinearity of networks. This paper describes a recognition mechanism of a four layer backpropagation neural network using Alopex algorithm. We have developed a small scale four-layered neural network model for simple character recognition, which can recognize the patterns transformed by affine conversion. Alopex algorithm is an iterative and stochastic processing to minimize or maximize a cost function. By these methods the receptive fields of the units in the output layers are obtained. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | neural network / characteristics / back propagation / Alopex algorithm |
| Paper # | MBE2005-53 |
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| Conference Information | |
| Committee | MBE |
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| Conference Date | 2005/7/23(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | ME and Bio Cybernetics (MBE) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Characteristics of BP Neural Networks for Pattern Classification |
| Sub Title (in English) | |
| Keyword(1) | neural network |
| Keyword(2) | characteristics |
| Keyword(3) | back propagation |
| Keyword(4) | Alopex algorithm |
| 1st Author's Name | Hirohito SHINTANI |
| 1st Author's Affiliation | Faculty of Engineering, The Univ. of Tokushima() |
| 2nd Author's Name | Masatake AKUTAGAWA |
| 2nd Author's Affiliation | Faculty of Engineering, The Univ. of Tokushima |
| 3rd Author's Name | Hirofumi NAGASHINO |
| 3rd Author's Affiliation | School of health sciences, The Univ. of Tokushima |
| 4th Author's Name | Yohsuke KINOUCHI |
| 4th Author's Affiliation | Faculty of Engineering, The Univ. of Tokushima |
| Date | 2005-07-30 |
| Paper # | MBE2005-53 |
| Volume (vol) | vol.105 |
| Number (no) | 222 |
| Page | pp.pp.- |
| #Pages | 4 |
| Date of Issue | |