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Construction of Evaluation System of Civic Education Work of College Students Based on Decision Tree Algorithm in New Media Era

  
24 mars 2025
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Figure 1.

The decision tree model of the liberal arts
The decision tree model of the liberal arts

Each index game combination weight

Secondary indicator Analytic hierarchy process CRITIC Composite weight
Situation and policy education 8.165% 10.51% 0.09817
Mental health education 5.816% 18.98% 0.15031
Daily education management 4.38 11.78% 0.0956
Course learning 17.097 21.11% 0.19906
Time activity 11.756 17.43% 0.15728
Teacher team 24.946 13.98% 0.17298
One-time employment 36.24 14.61% 0.21099

College students’ education index system

Primary indicator Secondary indicator
Thinking of education Ideal belief education (I1)
Situation and policy education (I2)
Mental health education (I3)
School wind construction Daily education management (I4)
Course learning (I5)
Time activity (I6)
Team construction Organization construction (I7)
Teacher team (I8)
Childbearing effect Student rewards and punishments (I9)
One-time employment (I10)

The weight calculation results of the liberal arts

Secondary indicator Index variability Index conflict Information content Weighting
Situation and policy education 2.102 1.327 2.774 9.45%
Mental health education 2.071 1.166 2.4 17.92
Daily education management 2.071 1.262 2.597 10.72
Course learning 2.077 1.533 3.167 20.05
Time activity 2.074 1.455 3.001 16.37
Teacher team 2.153 1.339 2.866 12.92
One-time employment 2.071 1.241 2.555 13.55

Group G1 subjective weight calculation results

Primary indicator Primary index weight Secondary indicator Secondary index weight
Thinking of education 0.3415 Situation and policy education Mental health education 0.2826
Daily education management 0.0589
School wind construction 0.2467 Course learning 0.0621
Time activity 0.1105
Teacher team 0.0741
Team construction 0.1278 One-time employment Situation and policy education 0.1278
Childbearing effect 0.2840 Mental health education 0.2840

The evaluation index of the liberal arts

Accuracy rate Sensitivity F metric Class
0.934 0.895 0.924 GOOD
0.885 0.887 0.881 BAD

The analysis of the correlation analysis of liberal arts

I1 I2 I3 I4 I5 I6 I7 I8 I9 I10
I1 1 0.354 0.327 0.345 0.46 0.406 0.346 0.431 0.313 0.272
I2 0.354 1 0.336 0.406 0.401 0.416 0.125 0.439 0.37 0.028
I3 0.327 0.336 1 0.452 0.469 0.228 0.346 0.384 0.484 0.06
I4 0.345 0.406 0.452 1 0.442 0.308 0.285 0.621 0.316 0.094
I5 0.46 0.401 0.469 0.442 1 0.318 0.377 0.461 0.417 0.116
I6 0.406 0.416 0.228 0.308 0.318 1 0.373 0.431 0.345 0.095
I7 0.346 0.125 0.346 0.285 0.377 0.373 1 0.058 0.59 0.628
I8 0.431 0.439 0.384 0.621 0.461 0.431 0.058 1 0.4 0.315
I9 0.313 0.37 0.484 0.316 0.417 0.345 0.59 0.4 1 0.406
I10 0.272 0.028 0.06 0.094 0.116 0.090 0.628 0.315 0.406 1