Paper Abstract and Keywords |
Presentation |
2013-12-21 15:20
Singularity Stairs Following with Limited Numbers of Hidden Units Seiya Satoh, Ryohei Nakano (Chubu Univ.) NC2013-65 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In a search space of a multilayer perceptron having J hidden units, MLP(J), there exist flat areas called singular regions that cause serious stagnation of learning. Recently SSF1.3 utilizing singular regions has been proposed to systematically and stably find excellent solutions. SSF1.3 starts search from a search space of MLP(1), increasing J one by one. This paper proposes SSF2 that performs search utilizing singular regions with J changed bidirectionally within a certain range. The proposed method was evaluated using artificial and real data sets. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
multilayer perceptron / learning method / singular region / reducibility mapping / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 113, no. 374, NC2013-65, pp. 69-74, Dec. 2013. |
Paper # |
NC2013-65 |
Date of Issue |
2013-12-14 (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) |
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NC2013-65 |
Conference Information |
Committee |
NC MBE |
Conference Date |
2013-12-21 - 2013-12-21 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Gifu University |
Topics (in Japanese) |
(See Japanese page) |
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Paper Information |
Registration To |
NC |
Conference Code |
2013-12-NC-MBE |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Singularity Stairs Following with Limited Numbers of Hidden Units |
Sub Title (in English) |
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multilayer perceptron |
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learning method |
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singular region |
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reducibility mapping |
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1st Author's Name |
Seiya Satoh |
1st Author's Affiliation |
Chubu University (Chubu Univ.) |
2nd Author's Name |
Ryohei Nakano |
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Chubu University (Chubu Univ.) |
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Speaker |
Author-1 |
Date Time |
2013-12-21 15:20:00 |
Presentation Time |
25 minutes |
Registration for |
NC |
Paper # |
NC2013-65 |
Volume (vol) |
vol.113 |
Number (no) |
no.374 |
Page |
pp.69-74 |
#Pages |
6 |
Date of Issue |
2013-12-14 (NC) |
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