什么意义上的独特?音乐多类型独特性与流行性的异质关系

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

我们的社会如何欣赏文化产品的独特性?这个基本的谜题引起了许多领域的学者的兴趣,包括心理学、社会学、人类学和市场营销。从理论上讲,平衡熟悉度和新颖性的文化产品更有可能受到欢迎。然而,文化产品的新颖性通常是多方面的。本文以歌曲为个案研究对象,从多方面探讨独特性及其与成功的关系。我们首先从多个方面分析歌曲的新颖性或独特性,然后衡量其对歌曲受欢迎程度的影响。我们采用了一系列的统计模型来研究歌曲的受欢迎程度和与歌词、和弦进行或音频属性相关的新颖性之间的关系。我们对超过5万首歌曲的数据集进行了分析,发现所有类型的歌曲的新颖性和受欢迎程度之间始终存在负相关。总的来说,我们发现一首歌曲的歌词独特性与其受欢迎程度有着最显著的联系。然而,音频的独特性是歌曲受欢迎程度的最强预测指标,这取决于歌曲的类型。我们进一步发现歌曲歌词的主题和重复可以调解歌曲的受欢迎程度和新颖性之间的关系。总的来说,我们的结果与“最优独特性理论”(新颖性和熟悉性之间的平衡)相矛盾,并呼吁对文化产品的独特性可能体现的多个维度进行调查。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Unique in What Sense? Heterogeneous Relationships between Multiple Types of Uniqueness and Popularity in Music
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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