| Presentation | 2006-12-05 Variable Density Self-Organizing Map for Incremental Learning Atsushi SHIMADA, Rin-ichiro TANIGUCHI, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We propose a new incremental learning method of Self-Organizing Map. There are three problems in the incremental learning of Self-Organizing Map; 1. neuron depletion, 2. forgetting previous training data, 3. keeping topology. Weights fixed neurons and weights semi-fixed neurons are very effective for the second problem. However the other problems remains. Therefore, we improve the incremental learning method with weights fixed neurons and weights semi-fixed neurons. Our approach can increment neurons effectively in the incremental learning process. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Self-Organizing Map / Incremental Learning / Weights Fixed Neuron / Weights Semi-fixed Neuron / Neuron Addition / Variable Density Self-Organizing Map |
| Paper # | NC2006-87 |
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| Committee | NC |
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| Conference Date | 2006/11/28(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) | Variable Density Self-Organizing Map for Incremental Learning |
| Sub Title (in English) | |
| Keyword(1) | Self-Organizing Map |
| Keyword(2) | Incremental Learning |
| Keyword(3) | Weights Fixed Neuron |
| Keyword(4) | Weights Semi-fixed Neuron |
| Keyword(5) | Neuron Addition |
| Keyword(6) | Variable Density Self-Organizing Map |
| 1st Author's Name | Atsushi SHIMADA |
| 1st Author's Affiliation | Department of Intelligent Systems, Kyushu University() |
| 2nd Author's Name | Rin-ichiro TANIGUCHI |
| 2nd Author's Affiliation | Department of Intelligent Systems, Kyushu University |
| Date | 2006-12-05 |
| Paper # | NC2006-87 |
| Volume (vol) | vol.106 |
| Number (no) | 407 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |