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The bayesian network analysis model of the diversity culture path of the garden talents

  
Mar 26, 2025

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Figure 1.

Satisfaction level confusion matrix
Satisfaction level confusion matrix

Figure 2.

The importance of the diversity of garden talents
The importance of the diversity of garden talents

The conditional probability of the “teaching” path node

Satisfaction The probability of “teaching” path node condition/%
[5,6) [6,7) [7,8) [8,9)
Worse 96 4 0 0
General 97 3 0 0
Good 92 8 0 0
Excellence 97 3 0 0

The landscape talent diversity culture path evaluation index system

Primary index Secondary index Tertiary index
Teaching(A) Curriculum reconstruction(A1) The degree of docking of the course and the industry(A11)
The rationality of the curriculum structure(A12)
The richness of the course resources(A13)
Teaching model innovation(A2) Diversity of teaching methods(A21)
The informationization of teaching technology(A22)
The participation of teaching activities(A23)
Training and integration of production(A3) The quantity and quality of cooperative enterprises(A31)
Practice and innovation of training programs(A32)
Students’ satisfaction with training(A33)
Instruction(B) Environmental shaping(B1) Optimization of the environment(B11)
The frequency of students’ participation in cultural activities(B12)
Environmental effect(B13)
The elements of thinking are moist(B2) The coverage of the government course(B21)
The harmony of the education and the professional education(B22)
Students’ improvement of political literacy(B23)
Leader of party members(B3) Demonstration of party members pioneer(B31)
The effect of teaching and education(B32)
Job creation(B33)

Confusion matrix

True value Predictive value
Categories I Categories II
Categories I TP FN
Categories II FP TN

Satisfaction of Beels network evaluation results

Satisfaction Accuracy Precision Recall Specificity False positive rate F1
Very satisfied 0.813 0.532 0.277 0.964 0.042 0.343
Satisfaction 0.946 0.982 0.516 0.468 0.953
General 0.935 0.495 0.936 0.002 0.633
Discontent 1 1 1 0 1
Very dissatisfied 1 0.916 1 0 0.954

The probability of path satisfaction of garden talent diversity culture

Satisfaction [5,6) [6,7) [7,8) [8,9)
Probability 0.06 0.02 0.02 0.92

The conditional probability of the “Instruction” path node

Satisfaction “Teaching” The probability of “teaching” path node condition/%
[5,6) [6,7) [7,8) [8,9)
Worse Worse 0 97 3 0
General General 0 41 59 0
Good Worse 0 50 45 5
Excellence General 0 0 78 22
Excellence Good 0 0 0 100
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