音乐情感评价与声学波动特性的关系

Ryosuke Yamanishi, Y. Ito, Shohei Kato
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引用次数: 8

摘要

本文研究了音乐的声学波动特性与音乐的情感评价之间的关系,作为基于本能和人类情感的自动选歌系统的组成技术。当人们听音乐时,他们会选择反映自己当时感受的歌曲,然后在情感上对这首歌进行评价。我们认为,我们对歌曲的情感评价受到歌曲音量和音高波动特性的影响。因此,我们专注于包含音乐动态思想的波动属性,并使用快速傅里叶变换从每首歌曲中提取了36个涉及音量和音调的波动属性。我们还利用语义差异方法对复数歌曲进行了主观评价实验,并对歌曲进行了情感评价。然后,我们通过多重判别分析研究了提取的属性与歌曲情感评价之间的关系。结果显示,问题的正确率很高,判别错误率很低,因此,我们认为歌曲的波动特性影响了他们的情感评价。此外,我们通过考虑描述判别空间的典型变量的线性判别系数,确认了与音乐情感评价相关的特殊属性。
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Relationships between emotional evaluation of music and acoustic fluctuation properties
We studied the relationships between the acoustic fluctuation properties of music and the emotional evaluations of music as a component technology for an automated song selecting system based on instinct and human emotion. When people listen to music, they select songs reflect their own feelings at the time, and then they emotionally evaluate the song. We believe that our emotional evaluation of songs are influenced by the fluctuation properties of both the volume and pitch of songs. Thus, we focused on the fluctuation properties containing dynamic ideas concerning music, and extracted thirty six fluctuation properties concerning both the volume and pitch from each song using the Fast Fourier Transform. We also prepared a subjective evaluation experiment for plural songs using the Semantic Differential method, and obtained an emotional evaluation of the songs. Then, we studied the relationships between the extracted properties and the emotional evaluations of the songs by conducting a multiple discriminant analysis. As a result, a high percentage of the questions were answered correctly and low discriminant errors were shown, and therefore, we suggested that the fluctuation properties of the songs influenced the emotional evaluations of them. Furthermore, we confirmed the especial properties related with the emotional evaluation of the music by taking into consideration the coefficients of the liner discriminants of the canonical variates that describe the discriminant spaces.
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