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Table 5 Average results when using the four classifiers

From: Automatic screening and classification of diabetic retinopathy and maculopathy using fuzzy image processing

 

k-nearest neighbour

Polynomial Kernel SVM

RBF Kernel SVM

Naïve Bayes

Misclassification error

0.0700

0.3000

0.0700

0.2500

Accuracy

0.9300

0.7000

0.9300

0.7500

Specificity

1.0000

0.9787

0.9362

0.9149

Sensitivity

0.8679

0.4528

0.9245

0.6038