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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