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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
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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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Conference Information
Committee CAS NLP  
Conference Date 2016-10-27 - 2016-10-28 
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Place (in English)  
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Paper Information
Registration To NLP 
Conference Code 2016-10-CAS-NLP 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) On sparsification of Dynamic Binary Neural Networks 
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Keyword(1) 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  
2nd Author's Affiliation Hosei University (HU)
3rd Author's Name Toshimichi Saito  
3rd Author's Affiliation 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
Date of Issue 2016-10-20 (CAS, NLP) 


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