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Table 9 Comparison of the classification accuracy using the original backward elimination and the proposed method

From: Improving feature selection performance using pairwise pre-evaluation

Backward

GDS1027

GDS2545

GDS2546

GDS2547

GDS3715

Orig

Modi

Orig

Modi

Orig

Modi

Orig

Modi

Orig

Modi

KNN

0.54

0.64

0.61

0.55

0.62

0.63

0.61

0.62

0.84

0.87

SVM

0.84

0.82

0.72

0.72

0.71

0.73

0.74

0.71

0.85

0.91

Ft number

1000

123

1000

92

1000

174

1000

121

1000

34

  1. Orig Original algorithm, Modi Proposed modified algorithm