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Table 2 Quantitative results on GSE22058

From: ECFS-DEA: an ensemble classifier-based feature selection for differential expression analysis on expression profiles

Base classifierVariable numberConfusion matrixPositive classPrecisionRecallF1-measure
LDA207classified asaba0.8850.9580.920
  label a462b0.9550.8750.913
  label b642weighted average0.9200.9160.917
 [207,38]Tclassified asaba0.8520.9580.902
  label a462b0.9520.8330.889
  label b840weighted average0.9020.8950.895
 [207,38,198]Tclassified asaba0.8870.9790.931
  label a471b0.9770.8750.923
  label b642weighted average0.9320.9270.927
 [207,38,198,160]Tclassified asaba0.9220.9790.950
  label a471b0.9780.9170.947
  label b444weighted average0.9500.9480.948
 [207,38,198,classified asaba0.9220.9790.950
  label a471b0.9780.9170.947
 160,164]Tlabel b444weighted average0.9500.9480.948
 [207,38,198,classified asaba0.9040.9790.940
  label a471b0.9770.8960.935
 160,164,75]Tlabel b543weighted average0.9410.9380.938
kNN94classified asaba0.7300.9580.829
  label a462b0.9390.6460.765
  label b1731weighted average0.8350.8020.797
 [94,118]Tclassified asaba0.8001.0000.889
  label a480b1.0000.7500.857
  label b1236weighted average0.9000.8750.873
 [94,118,183]Tclassified asaba0.8281.0000.906
  label a480b1.0000.7920.884
  label b1038weighted average0.9140.8960.895
 [94,118,183,93]Tclassified asaba0.7871.0000.881
  label a480b1.0000.7290.843
  label b1335weighted average0.8930.8650.862
RF75classified asaba0.9040.9790.940
  label a471b0.9770.8960.935
  label b543weighted average0.9410.9380.938
 [75,207]Tclassified asaba0.9790.9790.979
  label a471b0.9790.9790.979
  label b147weighted average0.9790.9790.979
 [75,207,214]Tclassified asaba0.9790.9790.979
  label a471b0.9790.9790.979
  label b147weighted average0.9790.9790.979
 [75,207,214,16]Tclassified asaba0.9801.0000.990
  label a480b1.0000.9790.989
  label b147weighted average0.9900.9900.990
SVM94classified asaba0.7460.9790.847
  label a471b0.9700.6670.790
  label b1632weighted average0.8580.8230.819
 [94,118]Tclassified asaba0.7871.0000.881
  label a480b1.0000.7290.843
  label b1335weighted average0.8930.8650.862
 [94,118,93]Tclassified asaba0.7741.0000.873
  label a480b1.0000.7080.829
  label b1434weighted average0.8870.8540.851