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| Presentation | 2019-06-17 15:55 Evaluation of Emotional Impact of Music Based on Sentiment Polarity of Lyrics and Heart Rate Variability Analysis Marie Ohki, Takatomi Kubo (NAIST), Yuki Maruno (Kyoto Women's Univ.), Kouichi Fujiwara (Nagoya Univ.), Toshitaka Yamakawa (Kumamoto Univ.), Kazushi Ikeda (NAIST)  NC2019-8 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | Music affects our emotion and causes a physiological change. There are many studies that investigate emotional impact by music with differentiating melody and lyrics as factors. However, there are few studies that evaluate such impact with emotional impression of lyrics taken into account. In this study, we assessed the sentiment polarity of lyrics with natural language processing, and conducted an evaluation of emotional impact of music using the sentiment polarity and heart rate variability analysis. In this report, we will introduce our idea and results of a preliminary study. |
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| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | music / emotion / heart rate variability / sentiment porality / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 119, no. 88, NC2019-8, pp. 31-31, June 2019. | |
| Paper # | NC2019-8 | |
| Date of Issue | 2019-06-10 (NC) | |
| 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 | NC2019-8 |
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| Conference Information | |
| Committee | NC IBISML IPSJ-MPS IPSJ-BIO |
| Conference Date | 2019-06-17 - 2019-06-19 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Okinawa Institute of Science and Technology |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Neurocomputing, Machine Learning Approach to Biodata Mining, and General |
| Paper Information | |
| Registration To | NC |
| Conference Code | 2019-06-NC-IBISML-MPS-BIO |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Evaluation of Emotional Impact of Music Based on Sentiment Polarity of Lyrics and Heart Rate Variability Analysis |
| Sub Title (in English) | |
| Keyword(1) | music |
| Keyword(2) | emotion |
| Keyword(3) | heart rate variability |
| Keyword(4) | sentiment porality |
| Keyword(5) | |
| Keyword(6) | |
| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Marie Ohki |
| 1st Author's Affiliation | Nara Institute of Science and Technology (NAIST) |
| 2nd Author's Name | Takatomi Kubo |
| 2nd Author's Affiliation | Nara Institute of Science and Technology (NAIST) |
| 3rd Author's Name | Yuki Maruno |
| 3rd Author's Affiliation | Kyoto Women's University (Kyoto Women's Univ.) |
| 4th Author's Name | Kouichi Fujiwara |
| 4th Author's Affiliation | Nagoya University (Nagoya Univ.) |
| 5th Author's Name | Toshitaka Yamakawa |
| 5th Author's Affiliation | Kumamoto University (Kumamoto Univ.) |
| 6th Author's Name | Kazushi Ikeda |
| 6th Author's Affiliation | Nara Institute of Science and Technology (NAIST) |
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| Speaker | Author-1 |
| Date Time | 2019-06-17 15:55:00 |
| Presentation Time | 15 minutes |
| Registration for | NC |
| Paper # | NC2019-8 |
| Volume (vol) | vol.119 |
| Number (no) | no.88 |
| Page | p.31 |
| #Pages | 1 |
| Date of Issue | 2019-06-10 (NC) |
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