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Table 5 Experimental results of different combination of feature selection and binary classification methods

From: A comprehensive scheme for the objective upper body assessments of subjects with cerebellar ataxia

Classifier

FS

Recall

Precision

MCC

ACC

AUC

QDA

FBE

0.98

0.98

0.90

96.4

0.97

RF

0.93

0.98

0.81

92.7

0.96

RELIEF

0.93

0.90

0.66

87.3

0.88

LASSO

0.85

0.90

0.54

81.8

0.87

LD

FBE

0.90

0.93

0.67

87.3

0.85

RF

0.85

0.90

0.54

81.8

0.80

RELIEF

0.88

0.78

0.19

72.7

0.65

LASSO

0.83

0.79

0.20

70.9

0.82

SVM

FBE

0.83

0.92

0.57

81.8

0.85

RF

0.88

0.92

0.64

85.5

0.89

RELIEF

0.90

0.97

0.78

90.9

0.95

LASSO

0.90

0.93

0.67

87.3

0.90

KNN

FBE

0.95

0.98

0.86

94.5

0.97

RF

0.90

0.93

0.67

87.3

0.90

RELIEF

0.88

0.88

0.52

81.8

0.93

LASSO

0.95

0.95

0.81

92.7

0.94