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Table 14 Detailed analysis of the neural network model with 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

53

12

6

0

3

71.62%

Pred. C

7

44

4

0

10

67.69%

Pred. F

12

6

59

0

0

76.62%

Pred. A

0

0

0

58

12

82.86%

Pred. B

0

10

1

12

51

68.92%

Class recall

73.61%

61.11%

84.29%

82.86%

67.11%

 

F-measure

72.60%

64.23%

80.27%

82.86%

68.00%