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Table 7 Comparison of FS methods applied to both transcriptomics and proteomics, for each combination of classifier and dataset. The number of times each FS method resulted in the highest TNR and the lowest TNR are shown

From: A machine learning heuristic to identify biologically relevant and minimal biomarker panels from omics data

Method

No. of times the method results in the highest TNR

No. of times the method results in the lowest TNR

CFS

3

14

Chisquared

3

4

NaiveBayes - FS

6

7

Random Forest - FS

10

7

RGIFE

12

5

SVM RFE

15

12