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Construction of Artificial Intelligence-driven Education Management Informatization System and Its Practice in College Management

Ye Zhang

Ye Zhang

Yancheng Teachers UniversityYancheng, China
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Zhang, Ye
  
24 mar 2025
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Publicado en línea: 24 mar 2025
Recibido: 03 nov 2024
Aceptado: 12 feb 2025
DOI: https://doi.org/10.2478/amns-2025-0723
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© 2025 Ye Zhang, published by Sciendo
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.

Figure 1.

Flowchart of the Apriori algorithm
Flowchart of the Apriori algorithm

Figure 2.

Illustrates the changing trend in the number of rules for two algorithms, indicating a shift in their performance over time.
Illustrates the changing trend in the number of rules for two algorithms, indicating a shift in their performance over time.

Figure 3.

Part of the course grade association rules
Part of the course grade association rules

Figure 4.

Association rules of Computer science professional grades
Association rules of Computer science professional grades

Figure 5.

ROC curve test results
ROC curve test results

Precision comparison of PSO, XGBoost, C4_5 Decision tree algorithm

Data set PSO XGBoost C4.5 Decision tree algorithm
mat 0.826 0.857 0.915
por 0.815 0.833 0.889
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Ciencias de la vida, Ciencias de la vida, otros, Matemáticas, Matemáticas aplicadas, Matemáticas generales, Física, Física, otros
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