Table 3 Metrics of supervised learning.

From: HIV Reverse Transcriptase and Protease Genes Variability Can Be a Biomarker Associated with HIV and Hepatitis B or C Coinfection

Model Decision trees %C *%TP *%FP *%prec *%rec *%roc
1 All attributes 93.05 93.1 6.5 93.4 93.1 95.3
Less S_3TC 93.05 93.1 6.5 93.4 93.1 95.3
Less S_3TC and S_FTC 88.89 88.9 10.3 90.1 88.9 91.1
Less S_3TC, S_FTC and S_NFV 86.11 86.1 14 86.1 86.1 90.4
Less S_3TC, S_FTC, S_NFV and S_ABC 79.16 79.2 20.5 79.5 79.2 81.4
2 All attributes 92.86 92.9 6.9 93.2 92.9 96.9
Less S_3TC 92.86 92.9 6.9 93.2 92.9 96.9
Less S_3TC and S_FTC 94.28 94.3 5.6 94.4 94.3 96.0
Less S_3TC, S_FTC and S_NFV 90.0 90.0 10.1 90.0 90.0 91.7
Less S_3TC, S_FTC, S_NFV and S_ABC 87.14 87.1 12.8 87.2 87.1 87.3
  1. *Weighted average; C, corrected classified instances; TP, true positive rate; FP, false positive rate; prec, precission; rec, recall; roc, receiver operating characteristic.
  2. S_3TC: Susceptibility to Lamivudine; S_FTC: Susceptibility to Emtricitabine; S_NFV: Susceptibility to Nelfinavir; S_ABC: Susceptibility to Abacavir.