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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 |
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| 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 | |
| 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) | |
| Download PDF | HIP2019-86 |
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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 |
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| 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 |
| #Pages | 4 |
| Date of Issue | 2020-02-08 (HIP) |
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