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| Presentation | 2017-08-30 11:00 [Poster Presentation] Emotion Recognition in Speech Using Deep Neural Network Li ShiChuan, Tomoki Ishikawa, Masahiro Niitsuma, Keisuke Imoto, Yoichi Yamashita (Ritsumeikan Univ.)  SP2017-24 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | Speech conveys not only linguistic information but also paralinguistic and non-linguistic information such as emotions，attitudes，and intentions. If the spoken dialogue system can recognize paralinguistic information，it is possible to conduct more human-like natural dialogue. In this research，in order to realizing a spoken dialogue system that recognizes the mental state of a speaker，we propose a method of recognizing emotions contained in speech. Emotional speech data which is recorded with acting is classified into three types of emotion data. DNN is used for recognition and the result is compared to that by SVM. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Recognition of emotion / Paralinguistic information / DNN / SVM / Spoken dialogue system / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 117, no. 189, SP2017-24, pp. 25-28, Aug. 2017. | |
| Paper # | SP2017-24 | |
| Date of Issue | 2017-08-23 (SP) | |
| 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 | SP2017-24 |
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| Conference Information | |
| Committee | SP |
| Conference Date | 2017-08-30 - 2017-08-30 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Kyoto Univ. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | SP |
| Conference Code | 2017-08-SP |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Emotion Recognition in Speech Using Deep Neural Network |
| Sub Title (in English) | |
| Keyword(1) | Recognition of emotion |
| Keyword(2) | Paralinguistic information |
| Keyword(3) | DNN |
| Keyword(4) | SVM |
| Keyword(5) | Spoken dialogue system |
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| 1st Author's Name | Li ShiChuan |
| 1st Author's Affiliation | Ritsumeikan University (Ritsumeikan Univ.) |
| 2nd Author's Name | Tomoki Ishikawa |
| 2nd Author's Affiliation | Ritsumeikan University (Ritsumeikan Univ.) |
| 3rd Author's Name | Masahiro Niitsuma |
| 3rd Author's Affiliation | Ritsumeikan University (Ritsumeikan Univ.) |
| 4th Author's Name | Keisuke Imoto |
| 4th Author's Affiliation | Ritsumeikan University (Ritsumeikan Univ.) |
| 5th Author's Name | Yoichi Yamashita |
| 5th Author's Affiliation | Ritsumeikan University (Ritsumeikan Univ.) |
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| Speaker | Author-1 |
| Date Time | 2017-08-30 11:00:00 |
| Presentation Time | 90 minutes |
| Registration for | SP |
| Paper # | SP2017-24 |
| Volume (vol) | vol.117 |
| Number (no) | no.189 |
| Page | pp.25-28 |
| #Pages | 4 |
| Date of Issue | 2017-08-23 (SP) |
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