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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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
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
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)