| Presentation | 2001/3/15 A study of a concept formation method based on reaction between prototypes Toshimitsu Onuma, Yuuichi Tamura, Yasuo Kinouchi, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | A simple concept formation method based on pattern recognition system using modified NNR (Nearest Neighbor Rule) was investigated. As a concept formation method, preceding NNR has following problems. All prototypes have to be shown in the feature plane initially and merging algorithm of large number of prototypes is too complex. In our method, input images become prototypes and moreover new prototypes are generated from old prototypes based on simple stochastic merging process called autonomous reaction. Under dynamical buffering operation, weights of effective prototypes become large,and non-effective prototypes fade away. The results of the computer simulation showed that effective prototypes are generated and selected based on our method. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | concept formation / nearest neighbor rule / radial basis function network / classifier system |
| Paper # | TL2000-37,NLC2000-72 |
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| Conference Information | |
| Committee | NLC |
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| Conference Date | 2001/3/15(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 | Natural Language Understanding and Models of Communication (NLC) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A study of a concept formation method based on reaction between prototypes |
| Sub Title (in English) | |
| Keyword(1) | concept formation |
| Keyword(2) | nearest neighbor rule |
| Keyword(3) | radial basis function network |
| Keyword(4) | classifier system |
| 1st Author's Name | Toshimitsu Onuma |
| 1st Author's Affiliation | Tokyo University of Information Sciences() |
| 2nd Author's Name | Yuuichi Tamura |
| 2nd Author's Affiliation | Tokyo University of Information Sciences |
| 3rd Author's Name | Yasuo Kinouchi |
| 3rd Author's Affiliation | Tokyo University of Information Sciences |
| Date | 2001/3/15 |
| Paper # | TL2000-37,NLC2000-72 |
| Volume (vol) | vol.100 |
| Number (no) | 699 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |