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Construction and Research of Personalized University English Learning Platform Based on Recommendation Algorithm

Ping Chen

Ping Chen

College of General Education, Chongqing Vocational and Technical University of MechatronicsChongqing, China
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Chen, Ping
  
19 mar 2025
Construction and Research of Personalized University English Learning Platform Based on Recommendation Algorithm's Cover Image
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Publicado en línea: 19 mar 2025
Recibido: 30 oct 2024
Aceptado: 17 feb 2025
DOI: https://doi.org/10.2478/amns-2025-0502
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© 2025 Ping Chen, published by Sciendo
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.

Figure 1.

User management module diagram (system function structure)
User management module diagram (system function structure)

Figure 2.

Job management module diagram (System function structure)
Job management module diagram (System function structure)

Figure 3.

K-Means clustering results of deep neural network features
K-Means clustering results of deep neural network features

Figure 4.

Variation plot with k for different similarity
Variation plot with k for different similarity

Figure 5

Performance comparison of different models
Performance comparison of different models

Neural network abstract characteristics of learning attitudes and habits

Student number Learning attitude Learning habit
1 -0.02601 -0.03124
2 -0.01827 -0.01996
3 0.13212 -0.02431
… … …
110 0.46121 0.05428
111 0.089412 0.124109
112 0.301224 0.097611
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Temas de la revista:
Ciencias de la vida, Ciencias de la vida, otros, Matemáticas, Matemáticas aplicadas, Matemáticas generales, Física, Física, otros
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