Author(s)

Shuai Zhang ¹, Yuhan Wu ¹, Ziming Huang ¹, Farong Wang ¹, Aobo Li ¹

Affiliation(s)

¹ Anhui Polytechnic University, Wuhu, Anhui 241000

Corresponding Author

Shuai Zhang

ABSTRACT

Music is an important product of human emotional expression. In this paper, SPSS, Gephi and other software were used to establish a complex network model, and mathematical and topological methods were used to analyze the relationship be-tween influencers and followers, and to study the changes of music over time. First, we used PCA model to reduce the dimension of music fea-tures and took the generated indicators as the measurement standard of music similarity. In order to reflect the difference and derivation of genres, we combined PCA and complex network model to analyze. Finally, we conducted Euclidean distance consistency analysis based on the PCA model, which could obtain the similarity degree between musicians.

KEYWORDS

PCA Model, Complex Network Model, Euclidean distance, Music Genre

CITE THIS PAPER

Shuai Zhang, Yuhan Wu, Ziming Huang, Farong Wang, Aobo Li. Research on Music Influence Based on PCA and Complex Network. Art and Performance Letters (2021) 2: 81-86. DOI: http://dx.doi.org/10.23977/artpl.2021.23017

REFERENCES

[1] Erdős, P.; Rényi, A. On the evolution of random graphs. Publ. Math. Inst. Hung. Acad. Sci. 1960, 5, 17–60. 
[2] Xuan Zhou, Fengming Zhang, Weiping Zhou, Wei Zou, Fan Yang. Evaluation of functional robustness of complex networks based on node efficiency. Journal of phy-ics, 2012, 61(19): 190201.doi: 10.7498/aps.61.190201
[3] R. Albert and A.-L. Barabási, Rev. Mod. Phys. 74, 47 (2002), DOI: 10.1103/RevModPhys.74.47. Crossref, ISI, ADS, Google Scholar.
[4] Wang Xiaofan, Li Xiang, Chen Guanrong 2006 Complex Network Theory and Its Applications (Beijing: Tsinghua University Press).

Sponsors, Associates, and Links

---

• Journal of Language Testing & Assessment
  
  
• Information and Knowledge Management
  
  
• Military and Armament Science
  
  
• Media and Communication Research
  
  
• Journal of Human Movement Science
  
  
• Lecture Notes on History
  
  
• Lecture Notes on Language and Literature
  
  
• Philosophy Journal
  
  
• Science of Law Journal
  
  
• Journal of Political Science Research
  
  
• Journal of Sociology and Ethnology
  
  
• Advances in Broadcasting