Integration of deep learning and vocational college education evaluation index system model construction
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21 mar 2025
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Publicado en línea: 21 mar 2025
Recibido: 21 oct 2024
Aceptado: 14 feb 2025
DOI: https://doi.org/10.2478/amns-2025-0608
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© 2025 Xiaona Xie et al., published by Sciendo
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
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Education evaluation index system
| Primary indicator | Secondary indicator | |
|---|---|---|
| First category | Learning design(U1) | Learning goal(V1) |
| Learning strategy(V2) | ||
| Learning method(V3) | ||
| Second category | Learning environment(U2) | Learning support(V4) |
| Learning resources(V5) | ||
| Third category | Learning process(U3) | Learning link(V6) |
| Learning content(V7) | ||
| Learning participation(V8) | ||
| Learning assessment(V9) | ||
| Fourth category | Learning effect(U4) | Learning will(V10) |
| Learning ability(V11) | ||
| Learning quality(V12) |
Index of various methods of various methods
| Primary indicator | ANP | CRITIC | Composite weight | Secondary indicator | ANP | CRITIC | Composite weight |
|---|---|---|---|---|---|---|---|
| Learning design | 0.1055 | 0.1043 | 0.1180 | Learning goal | 0.0142 | 0.0255 | 0.0173 |
| Learning strategy | 0.0344 | 0.0762 | 0.0478 | ||||
| Learning method | 0.0451 | 0.0730 | 0.0529 | ||||
| Learning environment | 0.2542 | 0.3366 | 0.2235 | Learning support | 0.0314 | 0.0306 | 0.0313 |
| Learning resources | 0.2208 | 0.1443 | 0.1922 | ||||
| Learning process | 0.4784 | 0.3833 | 0.4790 | Learning link | 0.0357 | 0.0545 | 0.0428 |
| Learning content | 0.2380 | 0.1754 | 0.2148 | ||||
| Learning participation | 0.0814 | 0.1015 | 0.0897 | ||||
| Learning assessment | 0.1278 | 0.1380 | 0.1317 | ||||
| Learning effect | 0.1619 | 0.1758 | 0.1795 | Learning will | 0.0455 | 0.0731 | 0.0555 |
| Learning ability | 0.1011 | 0.1083 | 0.1036 | ||||
| Learning quality | 0.0150 | 0.0295 | 0.0204 |
Cloud similarity calculation results
| Target level indicator | Grade | Evaluation result | |||
|---|---|---|---|---|---|
| Bad | Worse | Better | Good | ||
| U1 | 0.035 | 0.478 | 0.000 | 0.000 | Worse |
| U2 | 0.000 | 0.215 | 0.046 | 0.000 | Worse |
| U3 | 0.000 | 0.409 | 0.017 | 0.000 | Worse |
| U4 | 0.000 | 0.048 | 0.215 | 0.000 | Better |
| Integrated cloud | 0.002 | 0.547 | 0.008 | 0.000 | Worse |