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Network Analysis and Audience Behavior Modeling of Popular Music Communication Paths in the Information Age

  
19 mar 2025

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Figure 1.

Community diagram
Community diagram

Figure 2.

K-nucleus schematic diagram
K-nucleus schematic diagram

Figure 3.

Popular music network propagation path
Popular music network propagation path

Figure 4.

Influence factors of popular music audience behavior
Influence factors of popular music audience behavior

Network density measurement results

There is a value to the network density There is a network density of the Boolean matrix
Density (matrix average) = 4.2141 Standard deviation=7.3522 Density (matrix average) = 0.5545 Standard deviation=0.5122

Popular music propagation node distance measurement (Portion)

Serial number 1 2 3 4 5 6 7 8
1 0 1 1 1 1 1 1 1
2 1 0 1 1 1 1 1 1
3 1 1 0 1 1 1 1 3
4 1 1 1 0 1 1 1 1
5 1 1 1 1 0 3 1 1
6 1 1 1 1 1 0 1 1
7 1 1 1 1 1 1 0 1
8 1 1 1 3 1 1 1 0
Average distance=1.033
Distance-bansed cohesion(“C0mpactness”)=0.878

Model key factors and their definitions

Key factor Key factor positioning
Sharing attitude The positive or negative feeling of the audience’s convection music is positive or negative.
Subjective specification The audience is under social pressure to share popular music.
Sharing control It is easy/difficult to control and execute the music sharing behavior.
Popular music sharing will The decision of the subjective probability of the popular music sharing behavior reflects the desire of the audience to share the behavior of music.
Audience convection music sharing behavior The behavior of spreading and sharing music information to other audiences.

Model fitting test

Fitting index X2/df RMSEA GFI AGFI GFI TLI
Test value 1.842 0.062 0.886 0.872 0.957 0.942
Reference value <3 <0.08 >0.80 >0.80 >0.80 >0.80

The effect of the influence factor is the result of the test result

Self-efficacy Controlling force Subjective specification Attitude
Self-efficacy 0.722
Controlling force 0.623 0.766
Subjective specification 0.714 0.475 0.743
Attitude 0.554 0.444 0.672 0.761

The popular music communication network is k-measured results

Propagation path Node K value
media Netease cloud music 30
media Qq music 30
Public welfare dissemination Public donation 30
Video entertainment flutter 30
Video entertainment Station b 30
Social platform wechat 30
Internet promotion Micro blog 30

The results of the center of the music communication point (Portion)

Propagation path Point of point Point of entry Center potential Center potential
media 912 123 1.479 0.226
media 646 34 1.058 0.085
media 527 483 0.869 0.797
media 424 184 0.706 0.323
media -19 205 0.003 0.356
official 359 7 0.603 0.447
official 336 122 0.224 0.567
official 293 185 0.498 0.325
Social platform 187 22 0.33 0.066
Social platform 152 34 0.084 0.275
Public welfare dissemination 6 13 0.027 0.015
Public welfare dissemination 4 8 0.005 0.027
Video entertainment 75 58 0.152 0.123
Video entertainment 3 6 0.03 0
Internet promotion 85 29 0.168 0.077
Internet promotion 8 7 0.002 0.009
Network Centralization (Outdegree) = 1.224%
Network Centralization (INdegree) = 0.45%

Standard path coefficient and significance

Path relation Standardized path coefficient Standard error S.E Critical ratio C.R. P Validation
Intention <--- Attitude 0.293 0.129 2.182 0.025* Set up
Intention <--- Subjective specification 0.409 0.121 3.218 0.001** Set up
Intention <---Controlling force -0.178 0.08 -1.998 0.051 Out of reach
Intention <---Self-efficacy 0.412 0.149 2.661 0.006** Set up
Behavior <---Controlling force 0.033 0.109 0.322 0.752 Out of reach
Behavior <---self-efficacy 0.476 0.188 2.458 0.016 Set up
Behavior <--- Intention 0.373 0.106 5.03 *** Set up

Validity index test results

Behavior Intention
Behavior 0.882
Intention 0.634 0.874
Język:
Angielski
Częstotliwość wydawania:
1 razy w roku
Dziedziny czasopisma:
Nauki biologiczne, Nauki biologiczne, inne, Matematyka, Matematyka stosowana, Matematyka ogólna, Fizyka, Fizyka, inne