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Table 11 Detailed analysis of the decision tree model with optimal equal width binning and SMOTE oversampling

From: Improving accuracy of students’ final grade prediction model using optimal equal width binning and synthetic minority over-sampling technique

 

True D

True C

True F

True A

True B

Class precision

Pred. D

59

23

8

0

7

60.82%

Pred. C

5

39

2

1

14

63.93%

Pred. F

7

2

58

0

0

86.57%

Pred. A

0

0

0

63

20

75.90%

Pred. B

1

8

2

6

35

67.31%

Class recall

81.94%

54.17%

82.86%

90.00%

46.05%

 

F-measure

69.81%

58.64%

84.67%

82.35%

54.68%