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Paper Abstract and Keywords
Presentation 2022-11-25 13:00
On a Biobjective Optimization Problem in Hysteresis associative memories
Shinya Kujirai, Toshimichi Saito (HU) NLP2022-73
Abstract (in Japanese) (See Japanese page) 
(in English) This paper studies a biobjective optimization problem in hysteresis neural networks as associative memories. The networks are simple continuous-time recurrent neural networks
characterized by ternary cross-connection parameters and a binary hysteresis activation function. We have a correlation-based parameters setting method that guarantees storage of desired memories. In the optimization problem, the first objective evaluates sparsity of cross-connection parameters and second objective evaluate the number of spurious memories.
Presenting a simple evolutionary algorithm, we obtain the pareto front that guarantees existence of the trade-off between two objectives.
Keyword (in Japanese) (See Japanese page) 
(in English) hysteresis neural networks / associative memories / biobjective optimization problem / / / / /  
Reference Info. IEICE Tech. Rep., vol. 122, no. 280, NLP2022-73, pp. 73-76, Nov. 2022.
Paper # NLP2022-73 
Date of Issue 2022-11-17 (NLP) 
ISSN 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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Conference Information
Committee NLP  
Conference Date 2022-11-24 - 2022-11-25 
Place (in Japanese) (See Japanese page) 
Place (in English)  
Topics (in Japanese) (See Japanese page) 
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Paper Information
Registration To NLP 
Conference Code 2022-11-NLP 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) On a Biobjective Optimization Problem in Hysteresis associative memories 
Sub Title (in English)  
Keyword(1) hysteresis neural networks  
Keyword(2) associative memories  
Keyword(3) biobjective optimization problem  
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1st Author's Name Shinya Kujirai  
1st Author's Affiliation HOSEI University (HU)
2nd Author's Name Toshimichi Saito  
2nd Author's Affiliation HOSEI University (HU)
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Speaker Author-1 
Date Time 2022-11-25 13:00:00 
Presentation Time 25 minutes 
Registration for NLP 
Paper # NLP2022-73 
Volume (vol) vol.122 
Number (no) no.280 
Page pp.73-76 
#Pages 4 
Date of Issue 2022-11-17 (NLP) 

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