| Presentation | 2001/6/21 Learning of several signal sources using a Learning Vector Quantization with variable receptive field. Nobufusa Kobayashi, Koichiro Yamauchi, Takashi Omori, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Almost all of the conventional learning systems are designed to learn signals from a single data-source. However, in real world, the high dimensional inputs given to the learning system include several data-sources. The high-dimensional inputs are varied by the combination of those signal sources, each of which yields its own signals independently. This means that there are a large number of variation in the inputs. Therefore, if we apply the conventional learning methods for the learning of such inputs, the learning system cannot memorize all of them quantization method, which deceomposes independent data-sources and learns each data-source separately. In the new method, the LVQ dose not memorize the combination of the signals from the data-sourecs, so that the system memorizes them using a small amount of resources. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Learning Vector Quantization(LVQ) / Self-organization / Decomposition of Inputs / Variable Receptive Field |
| Paper # | NC2001-20 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2001/6/21(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) | Learning of several signal sources using a Learning Vector Quantization with variable receptive field. |
| Sub Title (in English) | |
| Keyword(1) | Learning Vector Quantization(LVQ) |
| Keyword(2) | Self-organization |
| Keyword(3) | Decomposition of Inputs |
| Keyword(4) | Variable Receptive Field |
| 1st Author's Name | Nobufusa Kobayashi |
| 1st Author's Affiliation | Graduate School of Engineering, Hokkaido University() |
| 2nd Author's Name | Koichiro Yamauchi |
| 2nd Author's Affiliation | Graduate School of Engineering, Hokkaido University |
| 3rd Author's Name | Takashi Omori |
| 3rd Author's Affiliation | Graduate School of Engineering, Hokkaido University |
| Date | 2001/6/21 |
| Paper # | NC2001-20 |
| Volume (vol) | vol.101 |
| Number (no) | 153 |
| Page | pp.pp.- |
| #Pages | 7 |
| Date of Issue | |