Overall performance of 17 various classifier

Classifier Name Accuracy (%)

Sensitivity (%)

Specificity (%)

Linear SVM

78.8

89.5

50

Quadratic SVM

75.8

85.4

55.5

Cubic SVM

80.3

91.6

72.2

Fine Gaussian SVM

78.8

77.0

55.5

Medium Gaussian SVM

75.8

85.4

50

Coarse Gaussian SVM

72.7

100

0

Fine KNN (Proposed method)

72.7

83.3

55.5

Medium KNN

81.8

89.5

61.1

Coarse KNN

72.7

100

0

Cosine KNN

74.2

83.3

50

Cubic KNN

83.3

89.5

66.6

Weighted KNN

78.8

87.5

55.5

Linear Discrimination

78.8

91.6

44.4

Quadratic Discrimination

81.8

83.3

77.7

Complex Tree

80.3

81.25

77.7

Medium Tree

80.3

81.25

77.7

Simple Tree

78.8

83.3

66.6