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Musical performance analysis in terms of emotions it evokes

机译:根据引起的情绪进行音乐表演分析

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摘要

Finding pieces with a similar emotional distribution throughout the same composition was the aim of this work. A comparative analysis of musical performances by using emotion tracking was proposed. A dimensional approach of dynamic music emotion recognition was used in the analysis. Music data annotation and regressor training were done. Values of arousal and valence, predicted by regressors, were used to compare performances. The obtained results confirm the validity of the assumption that tracking and analyzing the values of arousal and valence over time in different performances of the same composition can be used to indicate their similarities. Detailed results of analyzing different performances of Prelude No.1 by Frederic Chopin were presented. They enabled to find the most similar performances to the performance by Arthur Rubinstein, for example. The author found which performances of the same composition were closer to each other and which were quite distant in terms of the shaping of arousal and valence over time. The presented method gives access to knowledge on the shaping of emotions by a performer, which had previously been available only to music professionals.
机译:在整个作品中寻找具有相似情感分布的作品是这项工作的目标。提出了使用情感跟踪对音乐表演进行比较分析的方法。分析中使用了一种动态音乐情感识别的三维方法。音乐数据注释和回归器训练已完成。回归者预测的唤醒和化合价被用来比较表现。获得的结果证实了以下假设的有效性:在相同组成的不同性能中随时间跟踪和分析唤醒和价的值可用于指示它们的相似性。提出了分析弗雷德里克·肖邦(Frederic Chopin)的《前奏曲1》不同表现的详细结果。例如,他们能够找到与亚瑟·鲁宾斯坦(Arthur Rubinstein)的表演最相似的表演。作者发现,相同构图的哪些表演彼此更接近,而随着时间的推移,唤醒和化合价的塑造则相距甚远。所提出的方法可以使表演者获得有关情绪塑造的知识,而以前只有音乐专业人员才能使用。

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