Visualization of affective information in music using chironomie

Kana Tatsumi, Shinji Sako
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Abstract

The purpose of this study is to visualize affective information that cannot be conveyed by symbolic notation alone, to enhance the musical experience of the hearing impaired. To represent the rhythm of music effectively and uniquely, we focused on Chironomie, which represents the structure of rhythm with emotional impression. In general, Chironomie is drawn by a curve corresponding to the score, which is determined by whether a short segment of the score represents one of two classes, Arsis or Thesis. First, we utilized the machine learning technique to classify Arsis and Thesis from the score as input. We conducted experiments to confirm the accuracy of the classification, and the usefulness of the estimated Chironomie in conveying the rhythm of music. In the latter experiment, four types of stimuli combining visual and sound information were used to confirm the effects of Chironome: score only, Chironomie only, score and Chironomie, and score and sound. Results showed that Chironomie has certain usefulness in conveying the rhythmic structure of a piece of music. This paper mainly focuses on evaluation experiments and discusses experimental and analytical methods under these experimental conditions.
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利用chironomie可视化音乐中的情感信息
本研究的目的是将单纯的符号符号无法传达的情感信息可视化,以增强听障人士的音乐体验。为了有效而独特地表现音乐的节奏,我们将重点放在Chironomie上,即用情感印象来表现节奏结构。一般来说,Chironomie是由分数对应的曲线来绘制的,分数的一小段是否代表Arsis或Thesis两个类中的一个来确定。首先,我们利用机器学习技术从分数中分类Arsis和Thesis作为输入。我们进行了实验来证实分类的准确性,以及估计的Chironomie在传达音乐节奏方面的有用性。在后一个实验中,我们使用了四种结合视觉和声音信息的刺激类型来证实Chironome的效果:仅得分、仅Chironomie、得分和Chironomie以及得分和声音。结果表明,Chironomie在表达乐曲的节奏结构方面具有一定的实用性。本文主要以评价实验为重点,讨论了在这些实验条件下的实验和分析方法。
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