Overall performance of 17 various classifier

Classifier Name Accuracy (%)

Sensitivity (%)

Specificity (%)

Linear SVM

86.4

91.6

83.3

Quadratic SVM

86.4

91.6

83.3

Cubic SVM

87.9

89.5

83.3

Fine Gaussian SVM

87.9

97.9

61.1

Medium Gaussian SVM

86.4

91.6

83.3

Coarse Gaussian SVM

72.7

100

0

Fine KNN (Proposed method)

95.5

97.9

88.8

Medium KNN

86.4

93.7

77.7

Coarse KNN

72.7

100

0

Cosine KNN

68.2

83.3

33.3

Cubic KNN

86.4

93.7

77.7

Weighted KNN

95.5

97.9

88.8

Linear Discrimination

87.9

93.7

83.3

Quadratic Discrimination

83.3

87.5

83.3

Complex Tree

89.4

95.8

72.2

Medium Tree

89.4

95.8

72.2

Simple Tree

89.4

95.8

72.2