Construction of Evaluation System of Civic Education Work of College Students Based on Decision Tree Algorithm in New Media Era
24 mars 2025
À propos de cet article
Publié en ligne: 24 mars 2025
Reçu: 21 nov. 2024
Accepté: 19 févr. 2025
DOI: https://doi.org/10.2478/amns-2025-0767
Mots clés
© 2025 Ruifeng Xue, published by Sciendo
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
Figure 1.

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 |
