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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
  
Mar 19, 2025
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Published Online: Mar 19, 2025
Received: Oct 30, 2024
Accepted: Feb 17, 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
Language:
English
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1 times per year
Journal Subjects:
Life Sciences, Life Sciences, other, Mathematics, Applied Mathematics, General Mathematics, Physics, Physics, other
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