A Study of Musical Influence Networks and Genre Evolution Based on the Pagerank Approach

Yandong Hu; Minglei Han; Yuxin Li; Wenjia Wu; Yan Tian

doi:10.54097/byh9qz81

Authors

Yandong Hu
Minglei Han
Yuxin Li
Wenjia Wu
Yan Tian

DOI:

https://doi.org/10.54097/byh9qz81

Keywords:

Musical influence networks, multilayered directed networks, genre analysis.

Abstract

The aim of this study is to investigate the definition of musical influence networks and the construction of multilayer directed networks. By analyzing the provided dataset, the parameters of an artist's musical influence were evaluated and a musical influence network was constructed using the Pagerank method. The study also extends the single-layer network parameters to a multilayer network and proposes a centrality measure based on node degree. In terms of genre analysis, the musical eigenvalues of each genre were calculated using MATLAB software and evaluated by a similarity comparison model and an influence comparison model. The results showed that there was a high degree of similarity between certain genres, and the influence of pop/rock music was the most significant. In addition, the changes and relationships of different genres over time were analyzed through multiple spatio-temporal networks, and the results showed that new musical genres have emerged over time, some of which have similar musical characteristics to existing genres.

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References

François Mouillot, Yi Yongyi, Shen Yanqi. World-Nationalism: The New Evolution of Basque Improvisational Poetry and Popular Music [J]. Chinese Creative Writing Research, 2023, (01): 45-55.

Hao Xin. Structural evolution of Western music from the Renaissance to the Baroque [J]. Daguan (Forum), 2023, (12): 60-62.

Liu Lili. Inheritance and evolution of violin music in different regional cultures [J]. Middle School Geography Teaching Reference, 2023, (35): 83-84.

Xiong Xiaoyu, Yu Zhouyi. Scrutinizing Constructing Expanding--A Review of Yao Henglu's "From Compositional Principle to Structural Logic: The Organic Correlation between Musical Structure and the Stylistic Evolution of Works" [J]. People's Music, 2023, (11): 92-95.

Zhang Yating. The Evolution of Musical Form and the Development of Musical Spirit in Nietzsche's The Birth of Tragedy [J]. Journal of Yuncheng College, 2023, 41 (05): 27-32. DOI: 10.15967/j.cnki.cn14-1316/g4.2023.05.001.

XU Yanping, ZHANG Haibo. The evolution process and modern development of music and dance of Jing'an tea lantern [J]. Tomorrow's Style, 2023, (19): 37-39.

Luo Ziying. The historical evolution and development of Chinese piano music [J]. Comedy World, 2023, (10): 123-125.

Liu Yi,Ju Manli. The Evolution of Modern Pop Music Styles under the Influence of Blues Music [J]. Delta, 2023, (17): 152-154.

Xiao Yu. Research on the current situation of Longdong red folk music inheritance and the characteristics of temporal and spatial evolution [J]. Art Sea, 2023, (09): 18-22.

WU Yunpeng, HUA Ziya. Exploration of Principle-Logic-Style Compositional Teaching Mode--A Review of From Compositional Principle to Structural Logic: The Organic Correlation between Musical Structure and Stylistic Evolution of Works [J]. Chinese Journal of Education, 2023, (09): 118.