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| Presentation | 2015-12-21 09:30 Evaluation of Automatic Prototype-Model Size Optimization in Large Geometric Margin Minimum Classification Error Training Masahiro Ogino (Doshisha Univ.), Hideyuki Watanabe (NICT), Shigeru Katagiri, Miho Osaki (Doshisha Univ.), Xugang Lu, Hisashi Kawai (NICT)  PRMU2015-100 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | To develop a method for nding an appropriate class model size, which leads to accurate classi cation over unseen pattern samples, we investigate a method of automatically optimizing the number of prototypes for multi-prototype classi ers trained with the Large Geometric Margin Minimum Classi cation Error training. In the paper, we propose a new, training-sample-clustering-based procedure of prototype setting, and experimentally demonstrate the utility of the automatic optimization method using the new procedure. |
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| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Large geometric margin minimum classi cation error training / Automatic class model size optimiza- tion / / / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 115, no. 388, PRMU2015-100, pp. 1-6, Dec. 2015. | |
| Paper # | PRMU2015-100 | |
| Date of Issue | 2015-12-14 (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 | PRMU2015-100 |
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| Conference Information | |
| Committee | PRMU |
| Conference Date | 2015-12-21 - 2015-12-22 |
| 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 | 2015-12-PRMU |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Evaluation of Automatic Prototype-Model Size Optimization in Large Geometric Margin Minimum Classification Error Training |
| Sub Title (in English) | |
| Keyword(1) | Large geometric margin minimum classi cation error training |
| Keyword(2) | Automatic class model size optimiza- tion |
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| 1st Author's Name | Masahiro Ogino |
| 1st Author's Affiliation | Doshisha University (Doshisha Univ.) |
| 2nd Author's Name | Hideyuki Watanabe |
| 2nd Author's Affiliation | National Institute of Information and Communications Technology (NICT) |
| 3rd Author's Name | Shigeru Katagiri |
| 3rd Author's Affiliation | Doshisha University (Doshisha Univ.) |
| 4th Author's Name | Miho Osaki |
| 4th Author's Affiliation | Doshisha University (Doshisha Univ.) |
| 5th Author's Name | Xugang Lu |
| 5th Author's Affiliation | National Institute of Information and Communications Technology (NICT) |
| 6th Author's Name | Hisashi Kawai |
| 6th Author's Affiliation | National Institute of Information and Communications Technology (NICT) |
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| Speaker | Author-1 |
| Date Time | 2015-12-21 09:30:00 |
| Presentation Time | 30 minutes |
| Registration for | PRMU |
| Paper # | PRMU2015-100 |
| Volume (vol) | vol.115 |
| Number (no) | no.388 |
| Page | pp.1-6 |
| #Pages | 6 |
| Date of Issue | 2015-12-14 (PRMU) |
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