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| Presentation | 2016-10-22 09:25 Constructing Multi-Class Classifiers by Combination of 2-Class Layered Neural Networks Shota Utsumi, Keisuke Kameyama (Univ. of Tsukuba)  BioX2016-18 MBE2016-32 NC2016-17 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | Exhaustive code is one of the error correcting codes usable in improving the accuracy of multi-class classifier by manipulating the misclassifications. When the subdigits of exhaustive code are chosen, conventionally, only the Hamming distance between codewords were considered, regardless of the performances of the 2-class classifiers that generate the digit of an exhaustive code. In this paper, we propose a new method for choosing the subdigits of exhaustive code, by considering the accuracy of the 2-class classifiers and their expected outputs. In the experiments, we confirmed that the accuracy of the multi-class classification using the proposed methods give higher performances when compared with the conventional method. |
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| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | neural networks / error correcting code / two-class classifier / exhaustive code / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 116, no. 265, NC2016-17, pp. 7-12, Oct. 2016. | |
| Paper # | NC2016-17 | |
| Date of Issue | 2016-10-15 (BioX, MBE, 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 | BioX2016-18 MBE2016-32 NC2016-17 |
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| Conference Information | |
| Committee | MBE BioX NC |
| Conference Date | 2016-10-22 - 2016-10-22 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Osaka Electro-Communication University |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | NC |
| Conference Code | 2016-10-MBE-BioX-NC |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Constructing Multi-Class Classifiers by Combination of 2-Class Layered Neural Networks |
| Sub Title (in English) | |
| Keyword(1) | neural networks |
| Keyword(2) | error correcting code |
| Keyword(3) | two-class classifier |
| Keyword(4) | exhaustive code |
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| 1st Author's Name | Shota Utsumi |
| 1st Author's Affiliation | University of Tsukuba (Univ. of Tsukuba) |
| 2nd Author's Name | Keisuke Kameyama |
| 2nd Author's Affiliation | University of Tsukuba (Univ. of Tsukuba) |
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| Speaker | Author-1 |
| Date Time | 2016-10-22 09:25:00 |
| Presentation Time | 25 minutes |
| Registration for | NC |
| Paper # | BioX2016-18, MBE2016-32, NC2016-17 |
| Volume (vol) | vol.116 |
| Number (no) | no.263(BioX), no.264(MBE), no.265(NC) |
| Page | pp.7-12 |
| #Pages | 6 |
| Date of Issue | 2016-10-15 (BioX, MBE, NC) |
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