| Presentation | 1998/10/24 A Study on Initialization for MultiLayer Nets Hiroshi SHIRATSUCHI, Hiromu GOTANDA, Katsuhiro INOUE, Kousuke KUMAMARU, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This report studies an initialization of bipolar networks with single hidden layer trained for pattern classification problems. Weights of the hidden layer are initialized so that separation hyperpalnes should pass through the center of input pattern set, and those of the output layer are initialized zero. From simulation results for MONK's problem, Iris classification problem and Soner target identification problem, it is confirm that the proposed initialization gives better convergence in wider range of initial values and learning coefficent that the ordinal initialization that the weights are given by uniform random numbers with zero mean. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | multilayer nets / BP learning / initialization / input set / active-region / convergence |
| Paper # | NC98-52 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 1998/10/24(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 Study on Initialization for MultiLayer Nets |
| Sub Title (in English) | |
| Keyword(1) | multilayer nets |
| Keyword(2) | BP learning |
| Keyword(3) | initialization |
| Keyword(4) | input set |
| Keyword(5) | active-region |
| Keyword(6) | convergence |
| 1st Author's Name | Hiroshi SHIRATSUCHI |
| 1st Author's Affiliation | Faculty of Computer Science and Systems Engineering, Kyushu Institute of Technology() |
| 2nd Author's Name | Hiromu GOTANDA |
| 2nd Author's Affiliation | Faculty of Engineering, Kinki University in Kyushu |
| 3rd Author's Name | Katsuhiro INOUE |
| 3rd Author's Affiliation | Faculty of Computer Science and Systems Engineering, Kyushu Institute of Technology |
| 4th Author's Name | Kousuke KUMAMARU |
| 4th Author's Affiliation | Faculty of Computer Science and Systems Engineering, Kyushu Institute of Technology |
| Date | 1998/10/24 |
| Paper # | NC98-52 |
| Volume (vol) | vol.98 |
| Number (no) | 365 |
| Page | pp.pp.- |
| #Pages | 7 |
| Date of Issue | |