Presentation | 2019-06-17 Evaluation of Emotional Impact of Music Based on Sentiment Polarity of Lyrics and Heart Rate Variability Analysis Marie Ohki, Takatomi Kubo, Yuki Maruno, Kouichi Fujiwara, Toshitaka Yamakawa, Kazushi Ikeda, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(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. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | music / emotion / heart rate variability / sentiment porality |
Paper # | NC2019-8 |
Date of Issue | 2019-06-10 (NC) |
Conference Information | |
Committee | NC / IBISML / IPSJ-MPS / IPSJ-BIO |
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Conference Date | 2019/6/17(3days) |
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 |
Chair | Hayaru Shouno(UEC) / Hisashi Kashima(Kyoto Univ.) / Masakazu Sekijima(Tokyo Tech) / Hiroyuki Kurata(Kyutech) |
Vice Chair | Kazuyuki Samejima(Tamagawa Univ) / Masashi Sugiyama(Univ. of Tokyo) / Koji Tsuda(Univ. of Tokyo) |
Secretary | Kazuyuki Samejima(NAIST) / Masashi Sugiyama(NTT) / Koji Tsuda(Nagoya Inst. of Tech.) / (AIST) / (Nagoya Univ.) |
Assistant | Takashi Shinozaki(NICT) / Ken Takiyama(TUAT) / Tomoharu Iwata(NTT) / Shigeyuki Oba(Kyoto Univ.) |
Paper Information | |
Registration To | Technical Committee on Neurocomputing / Technical Committee on Infomation-Based Induction Sciences and Machine Learning / IPSJ Special Interest Group on Mathematical Modeling and Problem Solving / IPSJ Special Interest Group on Bioinformatics and Genomics |
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Language | JPN |
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 |
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) |
Date | 2019-06-17 |
Paper # | NC2019-8 |
Volume (vol) | vol.119 |
Number (no) | NC-88 |
Page | pp.pp.31-31(NC), |
#Pages | 1 |
Date of Issue | 2019-06-10 (NC) |