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Table 3 Balanced accuracy of all the methods in predicting drug resistance to 12 drugs

From: INGOT-DR: an interpretable classifier for predicting drug resistance in M. tuberculosis

Drug INGOT-DR KOVER LR-l1 LR-l2 RF SVM-l1 SVM-l2
Isoniazid 0.903 0.898 0.889 0.877 0.801 0.899 0.880
Rifampicin 0.909 0.904 0.923 0.894 0.826 0.920 0.902
Ethambutol 0.809 0.805 0.833 0.816 0.781 0.836 0.835
Pyrazinamide 0.873 0.860 0.862 0.829 0.796 0.841 0.844
Streptomycin 0.826 0.839 0.852 0.840 0.792 0.859 0.847
Kanamycin 0.856 0.864 0.838 0.845 0.805 0.859 0.838
Amikacin 0.843 0.817 0.880 0.853 0.785 0.853 0.851
Capreomycin 0.859 0.826 0.836 0.812 0.764 0.826 0.812
Ethionamide 0.734 0.736 0.715 0.704 0.659 0.740 0.702
Ofloxacin 0.912 0.908 0.909 0.840 0.788 0.914 0.845
Moxifloxacin 0.920 0.834 0.912 0.803 0.82 0.918 0.803
Ciprofloxacin 0.845 0.845 0.780 0.720 0.623 0.774 0.714
  1. Maximum values are shown in bold