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Table 4 Comparison of performance of fuzzy support vector machine model with and without taking feature selection step

From: Fuzzy support vector machine: an efficient rule-based classification technique for microarrays

 

Leukemia

Prostate Cancer

Colon Cancer

Fuzzy Support Vector Machine without Feature Selection

90.18 %

91.18 %

77.42%

Fuzzy Support Vector Machine with SNR

98.57 %

95.18 %

93.75%

Fuzzy Support Vector Machine with SVM-RFE

98.75 %

94.27 %

96.77%