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Paper Abstract and Keywords
Presentation 2020-02-15 17:15
Effects of incomplete memorization on cognitive models
Toshihiko Matsuka (Chiba Univ.), Yoshiko Kawabata (NINJAL), Kuangzhe Xu (Chiba Univ.) HIP2019-86
Abstract (in Japanese) (See Japanese page) 
(in English) Dropout has been introduced as a simple yet effective method to prevent over-learning in deep learning. Although its mechanism, i.e., incapable of utilizing all memorized units, seems quite natural to human cognition, the effect of dropout on models of human cognition has not been addressed. In the present research, we apply dropout to a computational model of human category learning. We compared models with and without complete memorization abilities, and results showed that they differed acquired association weights and dimensional attention strengths.
Keyword (in Japanese) (See Japanese page) 
(in English) Category learning / cognitive modeling / incomplete memory / / / / /  
Reference Info. IEICE Tech. Rep., vol. 119, no. 414, HIP2019-86, pp. 47-50, Feb. 2020.
Paper # HIP2019-86 
Date of Issue 2020-02-08 (HIP) 
ISSN Print edition: ISSN 0913-5685    Online edition: ISSN 2432-6380
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 HIP ASJ-H  
Conference Date 2020-02-15 - 2020-02-16 
Place (in Japanese) (See Japanese page) 
Place (in English) IT Souzou-kan Bldg. (Naha) 
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To HIP 
Conference Code 2020-02-HIP-H 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Effects of incomplete memorization on cognitive models 
Sub Title (in English)  
Keyword(1) Category learning  
Keyword(2) cognitive modeling  
Keyword(3) incomplete memory  
1st Author's Name Toshihiko Matsuka  
1st Author's Affiliation Chiba University (Chiba Univ.)
2nd Author's Name Yoshiko Kawabata  
2nd Author's Affiliation NINJAL (NINJAL)
3rd Author's Name Kuangzhe Xu  
3rd Author's Affiliation Chiba University (Chiba Univ.)
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Speaker Author-1 
Date Time 2020-02-15 17:15:00 
Presentation Time 25 minutes 
Registration for HIP 
Paper # HIP2019-86 
Volume (vol) vol.119 
Number (no) no.414 
Page pp.47-50 
Date of Issue 2020-02-08 (HIP) 

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