A Study on Behavioural Characterisation of Music Learners and Optimisation of Teaching Strategies Based on Data Mining
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03 feb 2025
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Publicado en línea: 03 feb 2025
Recibido: 03 sept 2024
Aceptado: 16 dic 2024
DOI: https://doi.org/10.2478/amns-2025-0019
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© 2025 Zhou Zhao et al., published by Sciendo
This work is licensed under the Creative Commons Attribution 4.0 International License.
Figure 1.
Figure 2.
Figure 3.
Figure 4.
Figure 5.
Figure 6.
Classroom observation record
| 3s | 6s | 9s | 12s | 15s | … | 54s | 57s | 60s | |
|---|---|---|---|---|---|---|---|---|---|
| 1min | |||||||||
| 2min | |||||||||
| 3min | |||||||||
| … | |||||||||
| 43min | |||||||||
| 44min | |||||||||
| 45min |
iFIAS encoding type and description
| Classification | Coding | Statement |
|---|---|---|
| Teacher speech | 1 | Teachers receive emotions |
| 2 | Teachers encourage praise | |
| 3 | Teachers adopt opinions | |
| 4 | Open question | |
| 5 | Question closing problem | |
| 6 | Lecturing | |
| 7 | Demo song | |
| 8 | Indication | |
| 9 | Criticize | |
| Student speech | 10 | Answer questions |
| 11 | Singing songs | |
| 12 | Stage | |
| 13 | Active response | |
| 14 | Discuss | |
| Silence | 15 | Do nothing to teach |
| 16 | Thinking problem | |
| 17 | Do exercises | |
| Technology | 18 | The teacher controls the technology and the lego |
| 19 | The student controls the technology and the lego | |
| 20 | Music appreciation | |
| Teacher-student speech Body interaction | 21 | Teachers and students sing simultaneously |
| 22 | The teacher and the student do the same thing in the chair | |
| 23 | Teachers and students are in the classroom space contact action | |
| Student interaction | 24 | Group interaction between students |
The results of each evaluation index score
| Music skill level | Interest in music learning | Learning attitude | Autonomous learning ability | ||
|---|---|---|---|---|---|
| CK class | Pre | 64.63 | 71.24 | 63.41 | 61.88 |
| T class | 63.89 | 72.13 | 64.07 | 62.13 | |
| P value | 0.457 | 0.261 | 0.336 | 0.294 | |
| CK class | Post | 66.61 | 72.40 | 66.57 | 64.14 |
| T class | 71.07 | 78.78 | 71.31 | 74.07 | |
| P value | 0.002 | 0.005 | 0.003 | 0.001 |