Open Access

Research on Decision Tree-Based Strategic Modeling of Student Management and Civic Education in Colleges and Universities under Interdisciplinary Perspective

  
Mar 19, 2025

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Figure 1.

Data mining
Data mining

Figure 2.

Iteration curve
Iteration curve

Figure 3.

Gini index measurement
Gini index measurement

Figure 4.

Main factor diagram
Main factor diagram

Classification statistics of student behavior data

Semester - Classification Total
Education period Critical period School treatment period normal
2022B Statistics 212 105 163 512 992
% in term 21.37% 10.58% 16.43% 51.61% 100%
% in behavior classification 22.63% 22.98% 20.12% 18.32% 19.84%
2022J Statistics 265 132 298 810 1505
% in term 17.61% 8.77% 19.80% 53.82% 100%
% in behavior classification 28.28% 28.88% 36.79% 28.98% 30.11%
2023B Statistics 212 85 128 604 1029
% in term 20.6% 8.26% 12.44% 58.7% 100%
% in behavior classification 22.63% 18.6% 15.8% 21.61% 20.58%
2023J Statistics 248 135 221 869 1473
% in term 16.84% 9.16% 15% 59% 100%
% in behavior classification 26.47% 29.54% 27.28% 31.09% 29.47%
Total Statistics 937 457 810 2795 4999
% in term 18.74% 9.14% 16.2% 55.91% 100%
% in behavior classification 100% 100% 100% 100% 100%

Statistics of student behavior data

Disciplinary Statistics
Truancy 12633
Do not organize and clean according to the requirements of dormitory 4573
Late arrival 4140
Students on duty leave lights and fans on after class 1982
Lecture, noise, and heckle 1859
Do not organize dormitory internal affairs according to the requirements 1790
Free in and out of the dormitory 1705
Late and early retreat 831
The night night will not sleep and speak 650
Not in the dormitory 586
Sleep in class 550
Find cigarette and lighter in the dormitory 465
Speech in class 429
Use mobile phone during class 400
Sit not in the seating schedule 320
Use mobile phone in the teaching area 314
Early retirement 268
Play games in class 223
Smoking in school 172
Stay in other people’s dormitory 133
Doing something that is not relevant to learning 120
Do nothing to learn 104
Refuse to perform the clean work 104
Eat in class 91
Discontent from management 87
Noisy play in the dormitory 89
Gambling(record a demerit) 74
Contradict teachers and instructors(record a demerit) 62
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English