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| Presentation | 2010-12-19 11:20 Search Method Utilizing Singular Region of Multilayer Perceptron Seiya Satoh, Takayuki Ohwaki, Ryohei Nakano (Chubu Univ.)  MBE2010-70 NC2010-81 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | In a search space of MLP(J), multi-layer perceptron having J hidden units, there exists a singular region created by the projection of the optimal solution of MLP(J-1). Since such a singular region causes serious slowdown for learning methods, a method for avoiding the region has been aspired. However, such avoiding does not guarantee the quality of the final solution. This paper proposes an MLP learning method which does not avoid but makes good use of singular regions to find a solution good enough for MLP(J). The potential of the method is shown by our experiments using artificial data, XOR problem, and a real data set. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | multi-layer perceptron / singular region / search method / polynomial network / XOR problem / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 110, no. 355, NC2010-81, pp. 85-90, Dec. 2010. | |
| Paper # | NC2010-81 | |
| Date of Issue | 2010-12-12 (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 | MBE2010-70 NC2010-81 |
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| Conference Information | |
| Committee | NC MBE |
| Conference Date | 2010-12-19 - 2010-12-19 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Nagoya Univ. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | NC |
| Conference Code | 2010-12-NC-MBE |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Search Method Utilizing Singular Region of Multilayer Perceptron |
| Sub Title (in English) | |
| Keyword(1) | multi-layer perceptron |
| Keyword(2) | singular region |
| Keyword(3) | search method |
| Keyword(4) | polynomial network |
| Keyword(5) | XOR problem |
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| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Seiya Satoh |
| 1st Author's Affiliation | Chubu University (Chubu Univ.) |
| 2nd Author's Name | Takayuki Ohwaki |
| 2nd Author's Affiliation | Chubu University (Chubu Univ.) |
| 3rd Author's Name | Ryohei Nakano |
| 3rd Author's Affiliation | Chubu University (Chubu Univ.) |
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| Speaker | Author-1 |
| Date Time | 2010-12-19 11:20:00 |
| Presentation Time | 25 minutes |
| Registration for | NC |
| Paper # | MBE2010-70, NC2010-81 |
| Volume (vol) | vol.110 |
| Number (no) | no.354(MBE), no.355(NC) |
| Page | pp.85-90 |
| #Pages | 6 |
| Date of Issue | 2010-12-12 (MBE, NC) |
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