| Presentation | 2007-01-17 Fuzzy ART with Group Learning Haruka ISAWA, Masato TOMITA, Haruna MATSUSHITA, Yoshifumi NISHIO, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Adaptive Resonance Theory (ART) is an unsupervised neural network based on competitive learning which is capable of automatically finding categories and creating new ones. Fuzzy ART is a variation of ART, allows both binary and continuous input pattern. Fuzzy ART has limits of category space size by the vigilance parameter. Thus, input data are classified in each appropriate category. However, Fuzzy ART often makes input data of the common categories classify several categories. In this study, we propose an additional step, called "Group Learning", for Fuzzy ART in order to obtain more effective categorization. This algorithm is called Fuzzy ART with Group Learning (Fuzzy ART-GL). The important feature of group learning is that creating a connection between similar categories. We investigate the behavior of Fuzzy ART-GL with application to the recognition problems. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Fuzzy ART / classification / unsupervised learning |
| Paper # | NLP2006-116 |
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| Conference Information | |
| Committee | NLP |
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| Conference Date | 2007/1/10(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Nonlinear Problems (NLP) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Fuzzy ART with Group Learning |
| Sub Title (in English) | |
| Keyword(1) | Fuzzy ART |
| Keyword(2) | classification |
| Keyword(3) | unsupervised learning |
| 1st Author's Name | Haruka ISAWA |
| 1st Author's Affiliation | Department of Electrical and Electronic Engineering, Tokushima University() |
| 2nd Author's Name | Masato TOMITA |
| 2nd Author's Affiliation | Department of Electrical and Electronic Engineering, Tokushima University |
| 3rd Author's Name | Haruna MATSUSHITA |
| 3rd Author's Affiliation | Department of Electrical and Electronic Engineering, Tokushima University |
| 4th Author's Name | Yoshifumi NISHIO |
| 4th Author's Affiliation | Department of Electrical and Electronic Engineering, Tokushima University |
| Date | 2007-01-17 |
| Paper # | NLP2006-116 |
| Volume (vol) | vol.106 |
| Number (no) | 451 |
| Page | pp.pp.- |
| #Pages | 4 |
| Date of Issue | |