Paper Abstract and Keywords |
Presentation |
2014-12-13 13:20
Consideration of Dynamic Binary Neural Networks based on the Feature Quantity Plane Ryuji Sato, Jungo Moriyasu, Toshimichi Saito (Hosei Univ.) NC2014-51 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
This paper studies learning the 2-layer dynamic binary neural network that can generate various binary periodic orbit.
The learning aims at storage of a desired periodic orbit (or fixed point) and stabilization of the stored periodic orbits.
For the storage, we apply a simple correlation-based learning algorithm.
For the stabilization, we sparsify the network connection.
In order to evaluate the network behavior, we introduce feature quantities of steady states (periodic orbits) and transient states (eventually periodic points).
On the plane of the two feature quantities, the network dynamics can be visualized.
Performing basic numerical experiments, we investigate the effectiveness of learning algorithm and feature quantities plane. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Binary Neural Networks / Correlation Learning / Sparsification / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 114, no. 362, NC2014-51, pp. 43-47, Dec. 2014. |
Paper # |
NC2014-51 |
Date of Issue |
2014-12-06 (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) |
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NC2014-51 |
Conference Information |
Committee |
MBE NC |
Conference Date |
2014-12-13 - 2014-12-13 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Nagoya University |
Topics (in Japanese) |
(See Japanese page) |
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Paper Information |
Registration To |
NC |
Conference Code |
2014-12-MBE-NC |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Consideration of Dynamic Binary Neural Networks based on the Feature Quantity Plane |
Sub Title (in English) |
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Keyword(1) |
Binary Neural Networks |
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Correlation Learning |
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Sparsification |
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1st Author's Name |
Ryuji Sato |
1st Author's Affiliation |
Hosei University (Hosei Univ.) |
2nd Author's Name |
Jungo Moriyasu |
2nd Author's Affiliation |
Hosei University (Hosei Univ.) |
3rd Author's Name |
Toshimichi Saito |
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Hosei University (Hosei Univ.) |
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Speaker |
Author-1 |
Date Time |
2014-12-13 13:20:00 |
Presentation Time |
20 minutes |
Registration for |
NC |
Paper # |
NC2014-51 |
Volume (vol) |
vol.114 |
Number (no) |
no.362 |
Page |
pp.43-47 |
#Pages |
5 |
Date of Issue |
2014-12-06 (NC) |
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