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Music Emotion Recognition using Chord Progressions
- Cho, Yong-Hun;
- Lim, Hyunki;
- Kim, Dae-Won;
- Lee, In-Kwon
WEB OF SCIENCE
9SCOPUS
15초록
The chord progression is a fundamental building block in music which sketches the overall mood of a song. Many composers compose music by first deciding chord progressions as a structure and then adding melody and details. Despite its importance, it is rarely used as an emotional feature in music emotion recognition. Few previous works considered chords or intervals as features but the progression or transition of chords were ignored. In this work, we explore the effect of chord progressions in music emotion recognition. We collected music database and extracted features to form an emotion recognition model. The chord progression is then detected from each song, and its effectiveness is showed using cross-validation. The results show that chord progressions have influence in music emotion, especially valence.
키워드
- 제목
- Music Emotion Recognition using Chord Progressions
- 저자
- Cho, Yong-Hun; Lim, Hyunki; Kim, Dae-Won; Lee, In-Kwon
- 발행일
- 2016-10
- 유형
- Proceedings Paper
- 저널명
- 2016 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC)
- 페이지
- 2588 ~ 2593
- 언어
- ENG
- 출판사
- IEEE
- 분량
- 6 페이지
- ISSN
- P 1062-922X