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| Presentation | 2018-09-15 13:35 Visualization of Middle Layers of Deep Neural Network Model for Estimation of Student's Emotional States based on the Physiological Information Tatsunori Matsui, Yoshimasa Tawatsuji (Waseda Univ.)  ET2018-33 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | Estimating the emotional state at the time of learning by the learner is an important task in learning support. The authors are building a emotional state estimation model based on physiological information. In particular, in this research, we attempted analysis and meaning of the role of the middle layer through analysis of the state change of the middle layer along the depth of the layer, for the emotional state estimation model using the deep neural network. As a result, it was possible to clarify the relationship between specific bi physiological information and emotional state. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Physiological Information / Model for Estimation of Student's Emotional States / Deep Neural Network / Visualization of Middle Layers / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 118, no. 214, ET2018-33, pp. 31-36, Sept. 2018. | |
| Paper # | ET2018-33 | |
| Date of Issue | 2018-09-08 (ET) | |
| 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) | |
| Download PDF | ET2018-33 |
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| Conference Information | |
| Committee | ET |
| Conference Date | 2018-09-15 - 2018-09-15 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Yamaguchi University |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Utilization of Learning Support Technology in Junior High & High School, etc. |
| Paper Information | |
| Registration To | ET |
| Conference Code | 2018-09-ET |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Visualization of Middle Layers of Deep Neural Network Model for Estimation of Student's Emotional States based on the Physiological Information |
| Sub Title (in English) | |
| Keyword(1) | Physiological Information |
| Keyword(2) | Model for Estimation of Student's Emotional States |
| Keyword(3) | Deep Neural Network |
| Keyword(4) | Visualization of Middle Layers |
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| 1st Author's Name | Tatsunori Matsui |
| 1st Author's Affiliation | Waseda University (Waseda Univ.) |
| 2nd Author's Name | Yoshimasa Tawatsuji |
| 2nd Author's Affiliation | Waseda University (Waseda Univ.) |
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| Speaker | Author-1 |
| Date Time | 2018-09-15 13:35:00 |
| Presentation Time | 25 minutes |
| Registration for | ET |
| Paper # | ET2018-33 |
| Volume (vol) | vol.118 |
| Number (no) | no.214 |
| Page | pp.31-36 |
| #Pages | 6 |
| Date of Issue | 2018-09-08 (ET) |
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