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 |