Table 2.
Position | Method a | Balanced Accuracy b,c | Accuracy | Precision | Recall | F1 Score |
---|---|---|---|---|---|---|
289 | KBC | 0.88 (± 0.13) | 0.92 (± 0.08) | 0.94 (± 0.07) | 0.80 (± 0.26) | 0.83 (± 0.20) |
QDA | 0.83 (± 0.01) | 0.88 (± 0.01) | 0.90 (± 0.07) | 0.71 (± 0.05) | 0.79 (± 0.01) | |
LDA | 0.87 (± 0.02) | 0.91 (± 0.01) | 0.93 (± 0.05) | 0.76 (± 0.05) | 0.84 (± 0.03) | |
NB | 0.71 (± 0.18) | 0.69 (± 0.26) | 0.66 (± 0.26) | 0.76 (± 0.05) | 0.67 (± 0.16) | |
ADA | 0.86 (± 0.01) | 0.90 (± 0.01) | 0.91 (± 0.07) | 0.76 (± 0.05) | 0.83 (± 0.02) | |
LogReg | 0.86 (± 0.01) | 0.90 (± 0.01) | 0.91 (± 0.07) | 0.76 (± 0.05) | 0.83 (± 0.02) | |
SVM | 0.83 (± 0.01) | 0.88 (± 0.01) | 0.90 (± 0.07) | 0.71 (± 0.05) | 0.79 (± 0.01) | |
339 | KBC | 0.75 (± 0.12) | 0.74 (± 0.12) | 0.71 (± 0.12) | 0.81 (± 0.13) | 0.75 (± 0.11) |
QDA | 0.59 (± 0.07) | 0.59 (± 0.07) | 0.56 (± 0.09) | 0.72 (± 0.09) | 0.63 (± 0.07) | |
LDA | 0.57 (± 0.03) | 0.57 (± 0.03) | 0.55 (± 0.05) | 0.64 (± 0.13) | 0.59 (± 0.06) | |
NB | 0.65 (± 0.08) | 0.65 (± 0.07) | 0.64 (± 0.00) | 0.68 (± 0.16) | 0.66 (± 0.19) | |
ADA | 0.60 (± 0.02) | 0.60 (± 0.02) | 0.59 (± 0.03) | 0.62 (± 0.06) | 0.59 (± 0.02) | |
LogReg | 0.59 (± 0.06) | 0.58 (± 0.07) | 0.54 (± 0.05) | 0.94 (± 0.05) | 0.69 (± 0.03) | |
SVM | 0.65 (± 0.04) | 0.66 (± 0.05) | 1.00 (± 0.09) | 0.30 (± 0.04) | 0.48 (± 0.02) | |
332 | KBC | 0.85 (± 0.07) | 0.85 (± 0.07) | 0.86 (± 0.12) | 0.80 (± 0.08) | 0.83 (± 0.08) |
QDA | 0.84 (± 0.05) | 0.84 (± 0.06) | 0.84 (± 0.12) | 0.83 (± 0.11) | 0.82 (± 0.06) | |
LDA | 0.87 (± 0.03) | 0.88 (± 0.03) | 0.89 (± 0.05) | 0.83 (± 0.06) | 0.85 (± 0.04) | |
NB | 0.61 (± 0.16) | 0.57 (± 0.21) | 0.59 (± 0.23) | 0.91 (± 0.13) | 0.67 (± 0.10) | |
ADA | 0.87 (± 0.03) | 0.88 (± 0.03) | 0.89 (± 0.05) | 0.83 (± 0.06) | 0.85 (± 0.04) | |
LogReg | 0.82 (± 0.09) | 0.81 (± 0.12) | 0.80 (± 0.18) | 0.87 (± 0.11) | 0.81 (± 0.08) | |
SVM | 0.88 (± 0.02) | 0.89 (± 0.02) | 0.89 (± 0.05) | 0.85 (± 0.03) | 0.87 (± 0.03) |
aCalculations were performed using data from 109 patients infected by HIV-1 clade C
bStandard deviation values are indicated in parentheses
cValues in bold font indicate the highest point estimation value for each metric