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Paper Abstract and Keywords
Presentation 2022-11-17 13:25
Analysis of various periodic orbits in permutation binary neural networks
Mikito Onuki, Taiji Okano, Toshimichi Saito (HU) CCS2022-44
Abstract (in Japanese) (See Japanese page) 
(in English) This paper studis a permutation binary neural network characterized by local binary connection, global permutation connection, and the signum activation function. The network is a simple recurrent-type neural network and generates various binary periodic orbits depending on the parameters. In order to analysis the periodic orbits, we introduce two feature quantities that characterize complexity and stability of the periodic orbits. Using two quantities, we analysis typical exampls of 7-dimensional networks and clarifies existence of globally stable periodic orbits. Presenting a simple FPGA based hardware, typical periodic orbits are confirmed experimentally.
Keyword (in Japanese) (See Japanese page) 
(in English) Binary neural networks / permutaion / binary periodic orbits / stability / / / /  
Reference Info. IEICE Tech. Rep., vol. 122, no. 255, CCS2022-44, pp. 5-8, Nov. 2022.
Paper # CCS2022-44 
Date of Issue 2022-11-10 (CCS) 
ISSN Online edition: ISSN 2432-6380
Copyright
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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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Conference Information
Committee CCS  
Conference Date 2022-11-17 - 2022-11-18 
Place (in Japanese) (See Japanese page) 
Place (in English)  
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To CCS 
Conference Code 2022-11-CCS 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Analysis of various periodic orbits in permutation binary neural networks 
Sub Title (in English)  
Keyword(1) Binary neural networks  
Keyword(2) permutaion  
Keyword(3) binary periodic orbits  
Keyword(4) stability  
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1st Author's Name Mikito Onuki  
1st Author's Affiliation HOSEI University (HU)
2nd Author's Name Taiji Okano  
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 2022-11-17 13:25:00 
Presentation Time 25 minutes 
Registration for CCS 
Paper # CCS2022-44 
Volume (vol) vol.122 
Number (no) no.255 
Page pp.5-8 
#Pages
Date of Issue 2022-11-10 (CCS) 


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