| Presentation | 2011-03-09 On Classification Function of Radial Basis ART Maps Yoko ENOSAWA, Haruna MATSUSHITA, Toshimichi SAITO, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper, we present a new application of radial basis adaptive resonance theory Maps (RB-ARTMAP) to classification problems. The RB-ARTMAP can classify a set of analog input data by circle-shaped categories. The RB-ARTMAP uses a new distance that measures the similarities of an input and categories. The RB-ARTMAP has an simpler learning algorithm than other ART systems. Using basic three benchmarks, we have confirmed that our algorithm is competitive at classification function with Fuzzy-ARTMAP and support vector machine (SVM). |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Adaptive Resonance Theory(ART) / clustering / Support Vector Machine(SVM) / supervised learning |
| Paper # | NC2010-201 |
| Date of Issue |
| Conference Information | |
| Committee | NC |
|---|---|
| Conference Date | 2011/2/28(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | |
| Vice Chair | |
| Secretary | |
| Assistant | |
| Paper Information | |
| Registration To | Neurocomputing (NC) |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | On Classification Function of Radial Basis ART Maps |
| Sub Title (in English) | |
| Keyword(1) | Adaptive Resonance Theory(ART) |
| Keyword(2) | clustering |
| Keyword(3) | Support Vector Machine(SVM) |
| Keyword(4) | supervised learning |
| 1st Author's Name | Yoko ENOSAWA |
| 1st Author's Affiliation | Department of Electrical and Electronics Engineering, Hosei University() |
| 2nd Author's Name | Haruna MATSUSHITA |
| 2nd Author's Affiliation | Department of Reliability-based Information Systems Engineering, Kagawa University |
| 3rd Author's Name | Toshimichi SAITO |
| 3rd Author's Affiliation | Department of Electrical and Electronics Engineering, Hosei University |
| Date | 2011-03-09 |
| Paper # | NC2010-201 |
| Volume (vol) | vol.110 |
| Number (no) | 461 |
| Page | pp.pp.- |
| #Pages | 4 |
| Date of Issue | |