Table 3 Classification Results.

From: Fluorescence Guided Raman Spectroscopy enables the training of robust support vector machines for the detection of tumour marker proteins

 

Accuracy [%]

AUC

Sensitivity [%]

Specificity [%]

Accuracy [%]

AUC

Sensitivity [%]

Specificity [%]

Coarse Gaussian SVM

Data Used

All Wavenumbers

Raman Shifts Greater Double Standard Deviation

Training

94.7

0.99

98.9

90.5

83.7

0.92

89.5

77.9

Testing 1

92.9

0.99

87.8

98.6

90.9

0.99

84.1

98.6

Testing 2

68.6

0.88

98.7

53.1

79.0

0.89

56.2

90.8

Medium Gaussian SVM

Data Used

All Wavenumbers

Raman Shifts Greater Double Standard Deviation

Training

98.4

1.00

96.8

100

94.7

0.99

97.9

91.6

Testing 1

79.2

0.85

62.2

98.6

77.9

0.81

63.4

94.4

Testing 2

70.4

0.84

89.2

60.7

74.9

0.84

80.4

72.1