逻辑回归

随机森林

决策树

XGBoost

LGBM

KNC

Adaboost

svm

朴素贝 叶斯

BRCA

RF

ACC

0.75

(+/−0.04)

0.72

(+/−0.03)

0.71

(+/−0.05)

0.73

(+/−0.03)

0.74

(+/−0.05)

0.71

(+/−0.01)

0.75

(+/−0.03)

0.76

(+/−0.03)

0.71

(+/−0.09)

AUC

0.77

(+/−0.05)

0.73

(+/−0.07)

0.58

(+/−0.05)

0.63

(+/−0.07)

0.69

(+/−0.07)

0.54

(+/−0.10)

0.75

(+/−0.03)

0.78

(+/−0.05)

0.70

(+/−0.09)

F1

0.73

(+/−0.05)

0.66

(+/−0.04)

0.68

(+/−0.05)

0.67

(+/−0.04)

0.70

(+/−0.07)

0.62

(+/−0.04)

0.72

(+/−0.04)

0.75

(+/−0.03)

0.71

(+/−0.09)

pca

ACC

0.68

(+/−0.04)

0.70

(+/−0.03)

0.64

(+/−0.05)

0.65

(+/−0.03)

0.69

(+/−0.04)

0.72

(+/−0.01)

0.57

(+/−0.04)

0.70

(+/−0.02)

0.71

(+/−0.01)

AUC

0.70

(+/−0.03)

0.61

(+/−0.07)

0.53

(+/−0.04)

0.56

(+/−0.09)

0.58

(+/−0.06)

0.56

(+/−0.07)

0.57

(+/−0.04)

0.69

(+/−0.07)

0.66

(+/−0.08)

F1

0.67

(+/−0.04)

0.60

(+/−0.04)

0.61

(+/−0.03)

0.59

(+/−0.05)

0.61

(+/−0.04)

0.62

(+/−0.02)

0.61

(+/−0.01)

0.62

(+/−0.04)

0.59

(+/−0.01)

mrmr

ACC

0.86

(+/−0.05)

0.79 (

+/−0.03)

0.70

(+/−0.09)

0.78

(+/−0.05)

0.79

(+/−0.04)

0.78

(+/−0.05)

0.85

(+/−0.03)

0.87

(+/−0.05)

0.86

(+/−0.05)

AUC

0.92

(+/−0.04)

0.81

(+/−0.07)

0.61

(+/−0.11)

0.83

(+/−0.05)

0.83

(+/−0.07)

0.78

(+/−0.08)

0.85

(+/−0.03)

0.92

(+/−0.04)

0.89

(+/−0.03)

F1

0.86

(+/−0.05)

0.75

(+/−0.05)

0.69

(+/−0.08)

0.76

(+/−0.04)

0.78

(+/−0.04)

0.75

(+/−0.06)

0.81

(+/−0.05)

0.86

(+/−0.06)

0.85

(+/−0.06)

BLCA

RF

ACC

0.77

(+/−0.05)

0.79

(+/−0.02)

0.69

(+/−0.08)

0.77

(+/−0.05)

0.82

(+/−0.02)

0.77

(+/−0.03)

0.64

(+/−0.06)

0.81

(+/−0.02)

0.75

(+/−0.06)

AUC

0.69

(+/−0.06)

0.75

(+/−0.06)

0.50

(+/−0.06)

0.70

(+/−0.14)

0.71

(+/−0.09)

0.49

(+/−0.08)

0.62

(+/−0.08)

0.73

(+/−0.05)

0.65

(+/−0.09)

F1

0.72

(+/−0.05)

0.71

(+/−0.04)

0.67

(+/−0.06)

0.71

(+/−0.05)

0.77

(+/−0.03)

0.70

(+/−0.04)

0.73

(+/−0.04)

0.74

(+/−0.02)

0.72

(+/−0.07)