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Table 3 Summary of the comparative performance of the proposed feature selection algorithm against other feature selection algorithms

From: Comparison of five supervised feature selection algorithms leading to top features and gene signatures from multi-omics data in cancer

Dataset

Criteria

mRMR

INMIFS

DFS

SVM-RFE-CBR

Exp

W-D-L (VWMRmR against othera)

2-0-2

1-1-2

4-0-0

1-0-3

ExpExon

W-D-L (VWMRmR against othera)

3-0-1

4-0-0

4-0-0

3-0-1

hMethyl27

W-D-L (VWMRmR against othera)

3-0-1

3-0-1

4-0-0

2-0-2

Gistic2

W-D-L (VWMRmR against othera)

0-0-4

1-0-3

3-0-1

0-0-4

Pathway activity data

W-D-L(VWMRmR against othera)

2-1-1

4-0-0

2-0-2

4-0-0

  1. aOther is the feature selection method denoted by each specific column (e.g., mRMR in third column)