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Frontiers in Art Research, 2021, 3(2); doi: 10.25236/FAR.2021.030210.

Evaluating the Influence and Evolution of Music Based on Complex Network

Author(s)

Yifan Meng1, Pengfei Liu2, Yu Ping2, Bo Liu2, Shuaishuai Huang2

Corresponding Author:
Yifan Meng
Affiliation(s)

1College of electrical engineering and automation, Henan Polytechnic University, Jiaozuo, Henan 454003, China

2College of Civil Engineering, Henan Polytechnic University, Jiaozuo, Henan 454003, China

Abstract

For Task Ⅰ, first we use "influence data" for network analysis, and conclude that influencers will have an impact on most followers. Then the weight of each index is obtained by using the grey comprehensive evaluation method, and the "music influence" evaluation model is obtained.Later, first, the data in "full_music_data" is screened; Principal component analysis is used to reduce the dimension and normalize the data; Pearson correlation analysis is used to get the correlation between each two songs. If the correlation degree is greater than 0.9, the two songs are considered to be similar. Taking three fields as the research object, the mapping analysis shows that there are great differences in the degree of internal and external similarity in different fields. For example, compared Country with R&B, the artists of the genres are more similar, and compared Country with Jazz, the artists of the genres are more similar.

Keywords

Complex Network Analysis, Principal Component Analysis, Pearson Correlation Analysis, Normalization Processing, Gantt Chart, Gephi

Cite This Paper

Yifan Meng, Pengfei Liu, Yu Ping, Bo Liu, Shuaishuai Huang. Evaluating the Influence and Evolution of Music Based on Complex Network. Frontiers in Art Research (2021) Vol. 3, Issue 2: 51-54. https://doi.org/10.25236/FAR.2021.030210.

References

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[4] Si Shoukui, Shun Zhaoliang, Mathematical modeling algorithm and Application, National Defense Industry Press, Year 2017.