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| Presentation | 2007-06-15 13:50 Incremental Learning Method in Pattern Recognition Tadahiro Oyama, Stephen Karungaru, Satoru Tsuge (Univ. of Tokushima), Yasue Mitsukura (TUAT), Minoru Fukumi (Univ. of Tokushima)  NC2007-22 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | In a field of pattern recognition, researches of feature extraction and dimension reduction using Simple-PCA that is an approximation algorithm of the principal component analysis (PCA) are actively conducted. In such a statistical method, a lot of algorithms that perform incremental learning by using new incremental data exist. For example, there is an algorithm named Incremental PCA for PCA. However, the algorithm capable of performing incremental learning to Simple-PCA has not been presented yet. In this paper, we propose Incremental Simple-PCA that introduces an incremental learning function to Simple-PCA. Moreover, the effectiveness of this algorithm is verified in the field of the pattern recognition. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Simple-PCA / Incremental Simple-PCA / EMG / incremental learning / pattern recognition / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 107, no. 92, NC2007-22, pp. 81-84, June 2007. | |
| Paper # | NC2007-22 | |
| Date of Issue | 2007-06-07 (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 | NC2007-22 |
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| Conference Information | |
| Committee | NC |
| Conference Date | 2007-06-14 - 2007-06-15 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | OIST Seaside House |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | NC |
| Conference Code | 2007-06-NC |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Incremental Learning Method in Pattern Recognition |
| Sub Title (in English) | |
| Keyword(1) | Simple-PCA |
| Keyword(2) | Incremental Simple-PCA |
| Keyword(3) | EMG |
| Keyword(4) | incremental learning |
| Keyword(5) | pattern recognition |
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| 1st Author's Name | Tadahiro Oyama |
| 1st Author's Affiliation | University of Tokushima (Univ. of Tokushima) |
| 2nd Author's Name | Stephen Karungaru |
| 2nd Author's Affiliation | University of Tokushima (Univ. of Tokushima) |
| 3rd Author's Name | Satoru Tsuge |
| 3rd Author's Affiliation | University of Tokushima (Univ. of Tokushima) |
| 4th Author's Name | Yasue Mitsukura |
| 4th Author's Affiliation | Tokyo University of Agriculture and Technology (TUAT) |
| 5th Author's Name | Minoru Fukumi |
| 5th Author's Affiliation | University of Tokushima (Univ. of Tokushima) |
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| Speaker | Author-1 |
| Date Time | 2007-06-15 13:50:00 |
| Presentation Time | 25 minutes |
| Registration for | NC |
| Paper # | NC2007-22 |
| Volume (vol) | vol.107 |
| Number (no) | no.92 |
| Page | pp.81-84 |
| #Pages | 4 |
| Date of Issue | 2007-06-07 (NC) |
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