论文标题

独特的意义?音乐中多种类型的独特性与流行之间的异质关系

Unique in what sense? Heterogeneous relationships between multiple types of uniqueness and popularity in music

论文作者

Yu, Yulin, Cheung, Pui Yin, Ahn, Yong-Yeol, Dhillon, Paramveer

论文摘要

我们的社会如何欣赏文化产品的独特性?这个基本的难题吸引了许多领域的学者,包括心理学,社会学,人类学和营销。从理论上讲,平衡熟悉和新颖性的文化产品更有可能变得流行。但是,文化产品的新颖性通常是多方面的。本文将歌曲作为案例研究来研究独特性的多个方面及其与成功的关系。我们首先解开了歌曲的新颖性或独特性的多个方面,然后衡量其对歌曲受欢迎的影响。我们采用一系列统计模型来研究歌曲的受欢迎程度与与歌词,和弦进度或音频属性相关的新颖性之间的关系。我们的分析在一个超过五万首歌曲的数据集上进行的分析发现,所有类型的歌曲新颖性和受欢迎程度之间都始终存在负面关联。总体而言,我们发现歌曲的歌词独特性与其受欢迎程度具有最重要的联系。但是,音频唯一性是歌曲受欢迎的最强预测指标,这是在歌曲类型上的条件。我们进一步发现了歌曲歌词的主题和重复性,以调解歌曲的受欢迎程度与新颖性之间的关系。从广义上讲,我们的结果与“最佳独特性理论”(新颖性与熟悉之间的平衡)相矛盾,并呼吁对文化产品独特性可能表现出的多个维度进行调查。

How does our society appreciate the uniqueness of cultural products? This fundamental puzzle has intrigued scholars in many fields, including psychology, sociology, anthropology, and marketing. It has been theorized that cultural products that balance familiarity and novelty are more likely to become popular. However, a cultural product's novelty is typically multifaceted. This paper uses songs as a case study to study the multiple facets of uniqueness and their relationship with success. We first unpack the multiple facets of a song's novelty or uniqueness and, next, measure its impact on a song's popularity. We employ a series of statistical models to study the relationship between a song's popularity and novelty associated with its lyrics, chord progressions, or audio properties. Our analyses performed on a dataset of over fifty thousand songs find a consistently negative association between all types of song novelty and popularity. Overall we found a song's lyrics uniqueness to have the most significant association with its popularity. However, audio uniqueness was the strongest predictor of a song's popularity, conditional on the song's genre. We further found the theme and repetitiveness of a song's lyrics to mediate the relationship between the song's popularity and novelty. Broadly, our results contradict the "optimal distinctiveness theory" (balance between novelty and familiarity) and call for an investigation into the multiple dimensions along which a cultural product's uniqueness could manifest.

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