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| Presentation | 2011-03-09 15:25 On Classification Function of Radial Basis ART Maps Yoko Enosawa (HU), Haruna Matsushita (KU), Toshimichi Saito (HU)  NC2010-201 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (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 ategories. The RB-ARTMAP uses a new distance that measures the imilarities 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) |
| (in English) | Adaptive Resonance Theory / clustering / Support Vector Machine / supervised learning / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 110, no. 461, NC2010-201, pp. 433-436, March 2011. | |
| Paper # | NC2010-201 | |
| Date of Issue | 2011-02-28 (NC) | |
| ISSN | Print edition: ISSN 0913-5685 Online edition: ISSN 2432-6380 | |
| Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) | |
| Download PDF | NC2010-201 |
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| Conference Information | |
| Committee | NC MBE |
| Conference Date | 2011-03-07 - 2011-03-09 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Tamagawa University |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | NC |
| Conference Code | 2011-03-NC-MBE |
| Language | Japanese |
| 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 |
| Keyword(2) | clustering |
| Keyword(3) | Support Vector Machine |
| Keyword(4) | supervised learning |
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| 1st Author's Name | Yoko Enosawa |
| 1st Author's Affiliation | Hosei University (HU) |
| 2nd Author's Name | Haruna Matsushita |
| 2nd Author's Affiliation | Kagawa University (KU) |
| 3rd Author's Name | Toshimichi Saito |
| 3rd Author's Affiliation | Hosei University (HU) |
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| Speaker | Author-1 |
| Date Time | 2011-03-09 15:25:00 |
| Presentation Time | 25 minutes |
| Registration for | NC |
| Paper # | NC2010-201 |
| Volume (vol) | vol.110 |
| Number (no) | no.461 |
| Page | pp.433-436 |
| #Pages | 4 |
| Date of Issue | 2011-02-28 (NC) |
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