| Presentation | 2020-02-15 Effects of incomplete memorization on cognitive models Toshihiko Matsuka, Yoshiko Kawabata, Kuangzhe Xu, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(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) |
| Keyword(in English) | Category learning / cognitive modeling / incomplete memory |
| Paper # | HIP2019-86 |
| Date of Issue | 2020-02-08 (HIP) |
| Conference Information | |
| Committee | HIP / ASJ-H |
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| Conference Date | 2020/2/15(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | IT Souzou-kan Bldg. (Naha) |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Miyuki Kamachi(Kogakuin Univ.) / 小澤 賢司(山梨大) |
| Vice Chair | Shuichi Sakamoto(Tohoku Univ.) / Yuji Wada(Ritsumeikan Univ.) / 鵜木 祐史(北陸先端大) |
| Secretary | Shuichi Sakamoto(NICT) / Yuji Wada(NTT) / 鵜木 祐史(Nagoya Univ.) |
| Assistant | Atsushi Wada(NICT) / Hidetoshi Kanaya(Ritsumeikan Univ.) / Yuki Yamada(Kyushu Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Human Information Processing / Auditory Research Meeting |
|---|---|
| Language | JPN |
| 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.) |
| Date | 2020-02-15 |
| Paper # | HIP2019-86 |
| Volume (vol) | vol.119 |
| Number (no) | HIP-414 |
| Page | pp.pp.47-50(HIP), |
| #Pages | 4 |
| Date of Issue | 2020-02-08 (HIP) |