Table 1: Evaluation of predictive models.

 

Validation Set 1

Validation Set 2

Validation Set 3

ACC

TPR

ACC

TPR

ACC

TPR

SVC (rbf, bal.)

71.21

75.28

70.89

75.48

72.67

73.93

SVC (poly, bal.)

71.77

74.78

71.13

75.17

73.47

72.98

Nearest Neighbor (3)

90.23

31.04

90.11

31.59

90.18

31.93

Random Forest (bal.)

91.67

31.17

91.58

31.32

91.58

31.35

Random Forest

91.79

32.80

91.58

32.21

91.67

32.58

AdaBoost (5)

90.91

35.11

90.80

34.87

90.79

34.79

AdaBoost (15)

91.97

44.15

91.78

43.50

91.86

43.67

AdaBoost (10)

91.76

45.13

91.66

45.40

91.58

44.55

Decision Tree (bal.)

90.79

53.96

90.65

53.71

90.54

53.93

Decision Tree

90.87

56.39

90.82

56.68

90.71

55.97

Best model

92.11

62.87

92.30

63.80

92.37

66.01