Paper Abstract and Keywords |
Presentation |
2015-10-05 11:10
Learning of Dynamic Binary Neural Networks by Sparsification Ryuji Sato, Toshimichi Saito (HU) CAS2015-23 NLP2015-84 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
This paper studies learning of the dynamic binary neural network that can generate various binary periodic orbits. The learning aims at storage of a desired periodic orbit and stabilization of the stored periodic orbits. For the storage, we have a simple correlation-based learning method. The sparsification based algorithm is applied also to storage of a desired memory that cannot be stored by the correlation based method. For the stabilization, we have a simple algorithm that sparsifies the connect matrix. In order to evaluate the network behavior, we introduce two feature quantities of steady states and transient phenomena. Using the two feature quantities, a feature quantity plane is constructed and the learning process can be visualized. Performing numerical experiments using a basic example, we investigate the effectiveness of learning algorithm. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Binary Neural Networks / Correlation Learning / Sparsification / Quantities / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 115, no. 240, NLP2015-84, pp. 15-20, Oct. 2015. |
Paper # |
NLP2015-84 |
Date of Issue |
2015-09-28 (CAS, NLP) |
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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CAS2015-23 NLP2015-84 |
Conference Information |
Committee |
NLP CAS |
Conference Date |
2015-10-05 - 2015-10-06 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Aster Plaza |
Topics (in Japanese) |
(See Japanese page) |
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Paper Information |
Registration To |
NLP |
Conference Code |
2015-10-NLP-CAS |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Learning of Dynamic Binary Neural Networks by Sparsification |
Sub Title (in English) |
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Binary Neural Networks |
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Correlation Learning |
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Sparsification |
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Quantities |
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1st Author's Name |
Ryuji Sato |
1st Author's Affiliation |
Hosei University (HU) |
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Toshimichi Saito |
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Hosei University (HU) |
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Speaker |
Author-1 |
Date Time |
2015-10-05 11:10:00 |
Presentation Time |
25 minutes |
Registration for |
NLP |
Paper # |
CAS2015-23, NLP2015-84 |
Volume (vol) |
vol.115 |
Number (no) |
no.239(CAS), no.240(NLP) |
Page |
pp.15-20 |
#Pages |
6 |
Date of Issue |
2015-09-28 (CAS, NLP) |
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