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| Presentation | 2013-03-13 11:05 Learning of Dynamic Binary Networks with Sparse Connection and Its Application Jungo Moriyasu, Ryota Kouzuki, Toshimichi Saito (Hosei Univ.)  NC2012-136 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | This paper studies basic dynamics and learning capability of the simple dynamic binary neural network. The network has the signum activation function and can exhibit various binary periodic orbits. The network dynamics can be visualized by the Gray-code-based return map. In order to store a desired binary periodic orbit, we present a simple learning algorithm based on the correlation learning. We then try to store a teacher signal and investigate relation between sparsity of weighting matrix and stability of the stored orbit. Performing basic numerical experiment for a class of teacher signal, we have confirmed that the teacher signal can be stored and the domain of attraction can be enlarged as the sparsity increases. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Neural Network / Correlation learning / Return Map / Sparse / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 112, no. 480, NC2012-136, pp. 13-17, March 2013. | |
| Paper # | NC2012-136 | |
| Date of Issue | 2013-03-06 (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 | NC2012-136 |
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| Conference Information | |
| Committee | MBE NC |
| Conference Date | 2013-03-13 - 2013-03-15 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Tamagawa University |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | NC |
| Conference Code | 2013-03-MBE-NC |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Learning of Dynamic Binary Networks with Sparse Connection and Its Application |
| Sub Title (in English) | |
| Keyword(1) | Neural Network |
| Keyword(2) | Correlation learning |
| Keyword(3) | Return Map |
| Keyword(4) | Sparse |
| Keyword(5) | |
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| Keyword(8) | |
| 1st Author's Name | Jungo Moriyasu |
| 1st Author's Affiliation | Hosei University (Hosei Univ.) |
| 2nd Author's Name | Ryota Kouzuki |
| 2nd Author's Affiliation | Hosei University (Hosei Univ.) |
| 3rd Author's Name | Toshimichi Saito |
| 3rd Author's Affiliation | Hosei University (Hosei Univ.) |
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| Speaker | Author-1 |
| Date Time | 2013-03-13 11:05:00 |
| Presentation Time | 25 minutes |
| Registration for | NC |
| Paper # | NC2012-136 |
| Volume (vol) | vol.112 |
| Number (no) | no.480 |
| Page | pp.13-17 |
| #Pages | 5 |
| Date of Issue | 2013-03-06 (NC) |
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