Table 4.
Prediction of variability in the CD4-binding site of Env using KBC and other algorithms
Clade | Methods | Balanced Accuracy a,b | Accuracy | Precision | Recall | F1 Score |
---|---|---|---|---|---|---|
Clade C | KBC | 0.71 (± 0.01) | 0.85 (± 0.01) | 0.81 (± 0.07) | 0.45 (± 0.03) | 0.58 (± 0.02) |
DT | 0.61 (± 0.13) | 0.76 (± 0.03) | 0.32 (± 0.23) | 0.34 (± 0.42) | 0.25 (± 0.25) | |
RF | 0.56 (± 0.04) | 0.76 (± 0.03) | 0.49 (± 0.08) | 0.19 (± 0.18) | 0.22 (± 0.14) | |
QDA | 0.59 (± 0.07) | 0.75 (± 0.04) | 0.50 (± 0.08) | 0.29 (± 0.28) | 0.28 (± 0.15) | |
LDA | 0.69 (± 0.11) | 0.79 (± 0.03) | 0.59 (± 0.09) | 0.50 (± 0.31) | 0.46 (± 0.19) | |
NB | 0.67 (± 0.09) | 0.73 (± 0.09) | 0.45 (± 0.11) | 0.58 (± 0.31) | 0.45 (± 0.16) | |
ADA | 0.46 (± 0.18) | 0.62 (± 0.24) | 0.44 (± 0.29) | 0.15 (± 0.10) | 0.20 (± 0.14) | |
LogReg | 0.65 (± 0.12) | 0.79 (± 0.01) | 0.56 (± 0.04) | 0.39 (± 0.33) | 0.38 (± 0.21) | |
SVM | 0.64 (± 0.11) | 0.76 (± 0.03) | 0.50 (± 0.06) | 0.43 (± 0.35) | 0.37 (± 0.16) | |
Clade B | KBC | 0.69 (± 0.02) | 0.89 (± 0.01) | 0.78 (± 0.02) | 0.40 (± 0.04) | 0.53 (± 0.04) |
DT | 0.54 (± 0.02) | 0.82 (± 0.02) | 0.33 (± 0.02) | 0.13 (± 0.08) | 0.17 (± 0.10) | |
RF | 0.53 (± 0.02) | 0.82 (± 0.03) | 0.35 (± 0.18) | 0.11 (± 0.05) | 0.15 (± 0.06) | |
QDA | 0.56 (± 0.03) | 0.82 (± 0.04) | 0.42 (± 0.16) | 0.17 (± 0.11) | 0.21 (± 0.09) | |
LDA | 0.58 (± 0.05) | 0.82 (± 0.01) | 0.38 (± 0.05) | 0.24 (± 0.13) | 0.28 (± 0.10) | |
NB | 0.64 (± 0.08) | 0.75 (± 0.10) | 0.34 (± 0.14) | 0.47 (± 0.21) | 0.37 (± 0.13) | |
ADA | 0.48 (± 0.03) | 0.17 (± 0.02) | 0.15 (± 0.01) | 0.93 (± 0.10) | 0.26 (± 0.02) | |
LogReg | 0.56 (± 0.04) | 0.84 (± 0.00) | 0.42 (± 0.05) | 0.17 (± 0.10) | 0.23 (± 0.11) | |
SVM | 0.55 (± 0.04) | 0.82 (± 0.03) | 0.35 (± 0.15) | 0.17 (± 0.11) | 0.21 (± 0.10) |
aStandard deviation values are indicated in parentheses
bValues in bold font indicate the highest point estimation value for each metric