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| Presentation | 2011-03-10 13:20 [Special Talk] Optimization in Pattern Classifier Design Takio Kurita (Hiroshima Univ.), Kenji Nishida (AIST), Akinori Hidaka (Tokyo Denki Univ.), Tetsu Matsukawa (Univ. of Tsukuba)  PRMU2010-251 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | To design a pattern classifier which works effectively in real world applications, we have to decide the model of the classifier and the features used by the classifier. Usually the designer of the classifier decides them by trial and error depending on the task. To automate this trial and error process, the system has to find the optimum classifier among the candidates of the classifiers with different models and features. An optimization method is necessary to find the optimum classifiers because the number of candidates is usually very large. This paper introduces some examples of optimization in pattern classifier design. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | model selection / feature selection / optimization / random sampling / particle swarm optimization / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 110, no. 467, PRMU2010-251, pp. 85-90, March 2011. | |
| Paper # | PRMU2010-251 | |
| Date of Issue | 2011-03-03 (PRMU) | |
| 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 | PRMU2010-251 |
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| Conference Information | |
| Committee | PRMU |
| Conference Date | 2011-03-10 - 2011-03-11 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | PRMU |
| Conference Code | 2011-03-PRMU |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Optimization in Pattern Classifier Design |
| Sub Title (in English) | |
| Keyword(1) | model selection |
| Keyword(2) | feature selection |
| Keyword(3) | optimization |
| Keyword(4) | random sampling |
| Keyword(5) | particle swarm optimization |
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| 1st Author's Name | Takio Kurita |
| 1st Author's Affiliation | Hiroshima University (Hiroshima Univ.) |
| 2nd Author's Name | Kenji Nishida |
| 2nd Author's Affiliation | The Nasional Institute of Advanced Industrial Science and Technology (AIST) |
| 3rd Author's Name | Akinori Hidaka |
| 3rd Author's Affiliation | Tokyo Denki University (Tokyo Denki Univ.) |
| 4th Author's Name | Tetsu Matsukawa |
| 4th Author's Affiliation | University of Tsukuba (Univ. of Tsukuba) |
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| Speaker | Author-1 |
| Date Time | 2011-03-10 13:20:00 |
| Presentation Time | 60 minutes |
| Registration for | PRMU |
| Paper # | PRMU2010-251 |
| Volume (vol) | vol.110 |
| Number (no) | no.467 |
| Page | pp.85-90 |
| #Pages | 6 |
| Date of Issue | 2011-03-03 (PRMU) |
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