Research on the Innovation of Ideological and Political Education Methods for College Students under the Background of “Internet+”
17 mar 2025
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Publicado en línea: 17 mar 2025
Recibido: 11 oct 2024
Aceptado: 07 feb 2025
DOI: https://doi.org/10.2478/amns-2025-0217
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© 2025 Taohong Zhang, published by Sciendo
This work is licensed under the Creative Commons Attribution 4.0 International License.
Figure 1.
Figure 2.
Figure 3.
Figure 4.
Class and sample size of each class
| Classroom performance | Categories | Sample size |
|---|---|---|
| Class positive | Positive | 365 |
| General | 1652 | |
| Inactivity | 295 | |
| Classroom participation | Positive | 1124 |
| General | 652 | |
| Inactivity | 536 | |
| Knowledge mastery | Good | 1124 |
| Bad | 1188 |
Different model prediction results
| Group | Model | Classroom performance | F1 value(%) |
|---|---|---|---|
| Control group 1 | SVM | Class positive | 65.36 |
| Classroom participation | 46.96 | ||
| Knowledge mastery | 40.21 | ||
| BP | Class positive | 46.47 | |
| Classroom participation | 67.7 | ||
| Knowledge mastery | 64.04 | ||
| LSTM | Class positive | 51.28 | |
| Classroom participation | 62.62 | ||
| Knowledge mastery | 59.31 | ||
| Control group 2 | LSTM-Attention | Class positive | 71.64 |
| Classroom participation | 72.37 | ||
| Knowledge mastery | 79.47 | ||
| MA-LSTM | Class positive | 71.46 | |
| Classroom participation | 73.01 | ||
| Knowledge mastery | 75.23 | ||
| Experimental group | XGBOOST | Class positive | 84.35 |
| Classroom participation | 81.76 | ||
| Knowledge mastery | 83.25 |
Study behavior comparison analysis results
| Learning behavior | Class 1 | Class 2 | ||||
|---|---|---|---|---|---|---|
| Before | After | Forecast | Before | After | ||
| Class positive | Positive | 12 | 41 | 40 | 15 | 21 |
| General | 48 | 29 | 30 | 46 | 38 | |
| Inactivity | 12 | 2 | 2 | 14 | 16 | |
| Classroom participation | Positive | 16 | 45 | 45 | 15 | 21 |
| General | 34 | 23 | 23 | 42 | 39 | |
| Inactivity | 22 | 4 | 4 | 18 | 15 | |
| Knowledge mastery | Positive | 11 | 36 | 35 | 18 | 21 |
| General | 45 | 31 | 34 | 38 | 40 | |
| Inactivity | 16 | 5 | 3 | 19 | 14 | |