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Table 4 Evaluation results without reading features

From: The performance of some machine learning approaches and a rich context model in student answer prediction

Model

FP, %

FN, %

Precision, %

Recall, %

Accuracy, %

F1, %

r

Linear regression

80

3

81

97

80

89

0.29

Logistic regression

81

3

81

97

79

88

0.25

Gradient-boosted tree

39

5

90

95

88

92

0.62

XGBoost

40

4

90

96

88

93

0.63

Deep neural network

54

2

86

98

86

92

0.55

Bayesian NN

87

2

80

98

80

88

0.23

RCM

53

15

85

85

76

85

0.31