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Table 3 The comparison of each model for CVD prediction results

From: Enhanced character-level deep convolutional neural networks for cardiovascular disease prediction

Model

k

Accuracy%

Precision%

Recall%

F-score%

 

1

93.91

93.87

93.91

93.89

EnDCNN

7

95.22

95.14

95.22

95.16

 

14

94.35

94.31

94.35

94.32

 

3

93.91

93.83

93.91

93.86

EnDCNN(no labels)

4

89.57

90.19

89.57

89.87

 

5

86.52

86.41

86.52

86.47

SVM(raw)

 

90.91

90.91

90.91

90.91

SVM(no labels)

 

89.39

89.03

89.39

89.21

ConvNets(raw)

 

92.83

92.64

92.83

92.73

LSTM(raw)

 

92.24

93.46

92.73

93.09

LSTM(risks with labels)

 

82.58

81.35

83.01

82.17