Paper Abstract and Keywords |
Presentation |
2016-10-27 09:30
On sparsification of Dynamic Binary Neural Networks Shunsuke Aoki, Ryuji Sato, Toshimichi Saito (HU) CAS2016-38 NLP2016-64 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
This paper studies sparsification effects of connection parameters in dynamic binary neural networks. The network is characterized by signum activation function and ternary connection parameters. Depending on the
parameters and initial condition, the networks can generate various binary periodic orbits. In order to store of a desired periodic orbits, we have a simple correlation-based learning method. We then consider the sparcification effects on the stability of the stored periodic orbits. In order to evaluate the stability, we introduce a simple feature quantity. Performing basic numerical experiments, typical examples are demonstrated |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Binary Neural Networks / / / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 116, no. 272, NLP2016-64, pp. 1-4, Oct. 2016. |
Paper # |
NLP2016-64 |
Date of Issue |
2016-10-20 (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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CAS2016-38 NLP2016-64 |
Conference Information |
Committee |
CAS NLP |
Conference Date |
2016-10-27 - 2016-10-28 |
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Paper Information |
Registration To |
NLP |
Conference Code |
2016-10-CAS-NLP |
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Japanese |
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(See Japanese page) |
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Title (in English) |
On sparsification of Dynamic Binary Neural Networks |
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Binary Neural Networks |
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1st Author's Name |
Shunsuke Aoki |
1st Author's Affiliation |
Hosei University (HU) |
2nd Author's Name |
Ryuji Sato |
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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 |
2016-10-27 09:30:00 |
Presentation Time |
25 minutes |
Registration for |
NLP |
Paper # |
CAS2016-38, NLP2016-64 |
Volume (vol) |
vol.116 |
Number (no) |
no.271(CAS), no.272(NLP) |
Page |
pp.1-4 |
#Pages |
4 |
Date of Issue |
2016-10-20 (CAS, NLP) |
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