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Table 3 Average performance ranks obtained by each RGIFE policy across the ten datasets and using four classifiers

From: RGIFE: a ranked guided iterative feature elimination heuristic for the identification of biomarkers

Classifier

RGIFE-Min

RGIFE-Max

RGIFE-Union

RGIFE-BH

Random Forest

3.15 (4)

2.60 (3)

1.85 (1)

2.40 (2)

SVM-Linear

3.10 (4)

1.60 (1)

2.40 (2)

2.90 (3)

Gaussian naive bayes

2.70 (4)

2.65 (3)

1.75 (1)

2.90 (4)

KNN

2.70 (3)

2.20 (2)

1.80 (1)

3.30 (4)*

  1. The highest ranks are shown in bold
  2. * indicates statistically worse performance