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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