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| Presentation | 2013-01-24 09:30 Multilayer Perceptron Search Making Good Use of Singular Regions Seiya Satoh, Ryohei Nakano (Chubu Univ.)  NLP2012-104 NC2012-94 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | In a search space of multilayer perceptron having J hidden units, MLP(J), there exists a singular flat region created by the reducibility mapping of the optimal solution of MLP(J-1). Since such a singular region causes serious slowdown for learning methods, methods for avoiding or eliminating the region have been proposed, but have failed to achieve their goals so far. This paper proposes a new learning method which makes good use of singular regions to find successively MLP solutions good enough for each J. The method is evaluated by experiments using artificial and real data. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | multilayer perceptron / learning method / singular region / reducibility mapping / eigenvector / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 112, no. 390, NC2012-94, pp. 1-6, Jan. 2013. | |
| Paper # | NC2012-94 | |
| Date of Issue | 2013-01-17 (NLP, 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 | NLP2012-104 NC2012-94 |
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| Conference Information | |
| Committee | NC NLP |
| Conference Date | 2013-01-24 - 2013-01-25 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Hokkaido University Centennial Memory Hall |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | NC |
| Conference Code | 2013-01-NC-NLP |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Multilayer Perceptron Search Making Good Use of Singular Regions |
| Sub Title (in English) | |
| Keyword(1) | multilayer perceptron |
| Keyword(2) | learning method |
| Keyword(3) | singular region |
| Keyword(4) | reducibility mapping |
| Keyword(5) | eigenvector |
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| 1st Author's Name | Seiya Satoh |
| 1st Author's Affiliation | Chubu University (Chubu Univ.) |
| 2nd Author's Name | Ryohei Nakano |
| 2nd Author's Affiliation | Chubu University (Chubu Univ.) |
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| Speaker | Author-1 |
| Date Time | 2013-01-24 09:30:00 |
| Presentation Time | 20 minutes |
| Registration for | NC |
| Paper # | NLP2012-104, NC2012-94 |
| Volume (vol) | vol.112 |
| Number (no) | no.389(NLP), no.390(NC) |
| Page | pp.1-6 |
| #Pages | 6 |
| Date of Issue | 2013-01-17 (NLP, NC) |
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