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Design and Implementation of Precision Strategy for Civic Education of Student Management in Colleges and Universities Based on Big Data Analysis

Hua Deng

Hua Deng

School of Marxism, Mianyang Teachers’ CollegeMianyang, China
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Deng, Hua
  
26 gen 2025
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Pubblicato online: 26 gen 2025
Ricevuto: 15 gen 2025
Accettato: 08 mag 2025
DOI: https://doi.org/10.2478/amns-2025-1061
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© 2025 Hua Deng, published by Sciendo
This work is licensed under the Creative Commons Attribution 4.0 International License.

Figure 1.

Data mining process
Data mining process

Figure 2.

Architecture of the data mining system
Architecture of the data mining system

Figure 3.

Clustering results of students’ daily behaviors
Clustering results of students’ daily behaviors

Figure 4.

Clustering results of students of different genders
Clustering results of students of different genders

Figure 5.

Clustering results of students with different educational backgrounds
Clustering results of students with different educational backgrounds

Figure 6.

Heat map of correlation of explanatory variables
Heat map of correlation of explanatory variables

The variance inflation factor of the explanatory variable

Course title Correlation coefficient
Political theory 4.3472
History of Western political thought 5.2183
Public relations 3.2546
Basic theory and practice of economics 3.8159
Selected readings of Marxist classics 7.4882
Special topic on socialist economy 2.6147
History of Chinese revolution 3.2038

Stepwise regression coefficients

Number of iterations Homology coefficient
β0 β1 β2 β3 β4 β5 β6 β7
1 31.5643 0.5864 - - - - - -
2 17.8265 0.4114 0.3685 - - - - -
3 16.5447 0.2336 0.2217 0.1684* - - - -
4 13.6524 0.1647 0.2358 - 0.0718** - - -
5 12.3472 0.0941 0.2034 - - 0.1753 -
6 11.4656 0.0935 0.2165 - - 0.1732 0.1187 -
7 10.2945 0.1052 0.1823 - - 0.1865 0.1034 0.0642

10 fold cross-verification results

Regression coefficient Cross validation rounds
1 2 3 4 5 6 7 8 9 10
β0 74.852 32.549 56.493 53.501 25.176 36.523 58.624 55.431 53.426 50.786
β1 -0.718 -0.146 -0.482 -0.396 -0.062 -0.275 -0.495 -0.421 -0.463 -0.462
β2 0.105 0.058 0.1319 0.094 0.096 0.169 0.107 0.098 0.164 0.126
β5 0.095 0.076 0.195 0.109 0.093 0.114 0.129 0.078 0.091 0.125
β6 0.157 0.181 0.116 0.123 0.131 0.119 0.148 0.125 0.078 0.155
β7 0.104 0.139 0.102 0.117 0.138 0.077 0.128 0.125 0.097 0.117
t1,2 1.006 0.425 0.776 0.789 0.358 0.396 0.735 0.825 0.749 0.671
MSE 20.673 22.134 33.157 22.615 48.164 38.217 19.524 33.619 30.427 36.428
MRE 0.051 0.053 0.059 0.044 0.075 0.069 0.048 0.059 0.054 0.065

Regression effect test statistic

Statistic Linear regression model Extended model
Goodness of fit R2 0.7595 0.8613
F statistic 79.4132 99.5874
P value 0.0000 0.0000
Error variance 11.3862 6.1947

Results of correlation coefficients calculation

Course title Correlation coefficient
Political theory 0.6844
History of Western political thought 0.6427
Public relations 0.5813
Basic theory and practice of economics 0.5648
Selected readings of Marxist classics 0.5646
Special topic on socialist economy 0.5309
History of Chinese revolution 0.5173
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Inglese
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Scienze biologiche, Scienze della vita, altro, Matematica, Matematica applicata, Matematica generale, Fisica, Fisica, altro
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