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. 2023 Jun 19;18:4. doi: 10.1186/s13015-023-00228-0

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