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| Presentation | 2013-01-25 13:10 Learning of Dynamics Binary Neural Networks: Storing a Desired Periodic Orbit and its Stability Ryota Kouzuki, Toshimichi Saito (Hosei Univ.)  NLP2012-133 NC2012-123 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | This paper studies a dynamic binary neural networks characterized by signum activation function and ternary weighting parameters. In order to store a desired periodic orbit, we consider simple learning algorithm. In the learning algorithm, the weighting parameters are the threshold parameters of the output layer are determined theoretically. The threshold parameters in the hidden layer are adjusted based on the genetic algorithm. We use a simple return map on the lattice points in order to visualize the basic dynamics of the network, such as periodic phenomena and its domain of attraction. Performing basic numerical experiments, we have confirmed storage of desired periodic patterns and their stability. Especially, we have confirmed that the threshold parameters adjustment is effective to control stability of the stored periodic orbit. |
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| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Neural Network / Genetic Algorithm / Return Map / / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 112, no. 390, NC2012-123, pp. 165-168, Jan. 2013. | |
| Paper # | NC2012-123 | |
| 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 | NLP2012-133 NC2012-123 |
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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) | Learning of Dynamics Binary Neural Networks: Storing a Desired Periodic Orbit and its Stability |
| Sub Title (in English) | |
| Keyword(1) | Neural Network |
| Keyword(2) | Genetic Algorithm |
| Keyword(3) | Return Map |
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| 1st Author's Name | Ryota Kouzuki |
| 1st Author's Affiliation | Hosei University (Hosei Univ.) |
| 2nd Author's Name | Toshimichi Saito |
| 2nd Author's Affiliation | Hosei University (Hosei Univ.) |
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| Speaker | Author-1 |
| Date Time | 2013-01-25 13:10:00 |
| Presentation Time | 20 minutes |
| Registration for | NC |
| Paper # | NLP2012-133, NC2012-123 |
| Volume (vol) | vol.112 |
| Number (no) | no.389(NLP), no.390(NC) |
| Page | pp.165-168 |
| #Pages | 4 |
| Date of Issue | 2013-01-17 (NLP, NC) |
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