Network Analysis and Audience Behavior Modeling of Popular Music Communication Paths in the Information Age
19 mar 2025
O artykule
Data publikacji: 19 mar 2025
Otrzymano: 09 lis 2024
Przyjęty: 20 lut 2025
DOI: https://doi.org/10.2478/amns-2025-0375
Słowa kluczowe
© 2025 Yufeng Wang, published by Sciendo
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
Figure 1.

Figure 2.

Figure 3.

Figure 4.

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 | 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 |
