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Music Recommendation System Using Emotion Triggering Low-level Features

delete2012-05-01
delete25
PRE
AI
K
Kyoungro Yoon *
J
Jonghyung Lee
M
Minuk Kim
DOI:10.1109/TCE.2012.6227467delete
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摘要

摘要

En 中文
Recently, many researches of modeling or measuring human feeling have been conducted to understand human emotions. However, researches on music-related human emotions have much difficulty due to the subjective perception of emotions. We selected low-level musical features which may trigger human emotions, based on TV music program's audience rating information and the corresponding music. In this program, audience was requested to rate music of the contestants and to select their preferred music based on their emotional feelings. In addition, we implemented personalized music recommendation system using selected features, context information and listening history. In the experimental results, we confirmed that selected features can be reliable features when these features are used in music recommendation systems.
Keyword:
Musical emotion
Low-level feature selection
Emotion triggering low-level feature
Personalized music recommendation system
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期刊

IEEE Transactions on Consumer Electronics 封面图
IEEE Transactions on Consumer Electronics
IF:
10.9
论文数:
5.3K
被引数:
6.8K

机构

K
Konkuk University
学者数:
1.2W
论文数: 1.1W
被引数: 1.2W
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