| Presentation | 1999/11/26 A Study on Initialization for Structural Learning with Forgetting Hiroshi SHIRATSUCHI, Hiromu GOTANDA, Masaaki SHIMADA, 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 paper studies how our proposed initialization effects the structure determination of neural networks by structural learning with forgetting. The proposed initialization consists of two steps: weights of hidden units are initialized so that their hyperplanes should pass through the center of input pattern set, and those of output units are initialized to zero. From simulation result performed on Iris problem, it was confirmed that the initialization gives better network structure and higher generalization ability. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Intitialization / Strctual Learning with Forgetting / Structure Determination |
| Paper # | NC99-59 |
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| Committee | NC |
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| Conference Date | 1999/11/26(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
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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 Structural Learning with Forgetting |
| Sub Title (in English) | |
| Keyword(1) | Intitialization |
| Keyword(2) | Strctual Learning with Forgetting |
| Keyword(3) | Structure Determination |
| 1st Author's Name | Hiroshi SHIRATSUCHI |
| 1st Author's Affiliation | University of the Ryukyus() |
| 2nd Author's Name | Hiromu GOTANDA |
| 2nd Author's Affiliation | Kinki University in Kyushu |
| 3rd Author's Name | Masaaki SHIMADA |
| 3rd Author's Affiliation | Kyushu Institute of Technology |
| 4th Author's Name | Katsuhiro INOUE |
| 4th Author's Affiliation | Kyushu Institute of Technology |
| 5th Author's Name | Kousuke KUMAMARU |
| 5th Author's Affiliation | Kyushu Institute of Technology |
| Date | 1999/11/26 |
| Paper # | NC99-59 |
| Volume (vol) | vol.99 |
| Number (no) | 473 |
| Page | pp.pp.- |
| #Pages | 7 |
| Date of Issue | |