Table 3.
REPTree | SVR | RF | SVM | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Drug | TSM | All | IAS | TSM | All | IAS | TSM | All | IAS | TSM | All | IAS | DrugMean |
Protease Inhibitors | |||||||||||||
APV | 0.79 | 0.80 | 0.78 | 0.77 | 0.78 | 0.76 | 0.78 | 0.79 | 0.78 | 0.77 | 0.77 | 0.75 | 0.78 |
ATV | 0.69 | 0.69 | 0.71 | 0.69 | 0.67 | 0.67 | 0.74 | 0.74 | 0.74 | 0.67 | 0.65 | 0.65 | 0.69 |
IDV | 0.77 | 0.78 | 0.76 | 0.78 | 0.78 | 0.76 | 0.77 | 0.78 | 0.78 | 0.76 | 0.76 | 0.76 | 0.77 |
LPV | 0.78 | 0.78 | 0.79 | 0.72 | 0.72 | 0.72 | 0.80 | 0.82 | 0.80 | 0.72 | 0.72 | 0.72 | 0.76 |
NFV | 0.80 | 0.81 | 0.78 | 0.78 | 0.78 | 0.78 | 0.80 | 0.82 | 0.79 | 0.78 | 0.78 | 0.78 | 0.79 |
RTV | 0.86 | 0.87 | 0.83 | 0.80 | 0.82 | 0.76 | 0.86 | 0.86 | 0.86 | 0.80 | 0.79 | 0.81 | 0.83 |
SQV | 0.80 | 0.80 | 0.79 | 0.82 | 0.82 | 0.80 | 0.81 | 0.82 | 0.82 | 0.81 | 0.82 | 0.81 | 0.81 |
TPV | 0.83 | 0.81 | 0.79 | 0.79 | 0.87 | 0.85 | 0.79 | 0.79 | 0.79 | 0.81 | 0.81 | 0.91 | 0.82 |
AVG | 0.79 | 0.79 | 0.78 | 0.77 | 0.78 | 0.76 | 0.79 | 0.80 | 0.80 | 0.77 | 0.76 | 0.77 | 0.78 |
Nucleoside/Nucleotide RT Inhibitors | |||||||||||||
3TC | 0.89 | 0.89 | 0.89 | 0.68 | 0.86 | 0.69 | 0.90 | 0.89 | 0.89 | 0.86 | 0.87 | 0.86 | 0.85 |
ABC | 0.71 | 0.68 | 0.71 | 0.70 | 0.71 | 0.68 | 0.71 | 0.73 | 0.72 | 0.68 | 0.65 | 0.67 | 0.70 |
AZT | 0.69 | 0.73 | 0.73 | 0.78 | 0.76 | 0.73 | 0.74 | 0.75 | 0.74 | 0.72 | 0.78 | 0.72 | 0.74 |
d4T | 0.72 | 0.75 | 0.73 | 0.77 | 0.77 | 0.76 | 0.79 | 0.76 | 0.74 | 0.79 | 0.76 | 0.78 | 0.76 |
ddC | 0.77 | 0.79 | 0.78 | 0.79 | 0.76 | 0.78 | 0.80 | 0.77 | 0.83 | 0.78 | 0.78 | 0.79 | 0.79 |
ddI | 0.78 | 0.76 | 0.75 | 0.74 | 0.77 | 0.73 | 0.75 | 0.76 | 0.74 | 0.77 | 0.75 | 0.76 | 0.76 |
FTC | 0.92 | 0.94 | 0.92 | 0.81 | 0.81 | 0.94 | 0.94 | 0.94 | 1.00 | 0.83 | 0.83 | 0.85 | 0.89 |
TDF | 0.73 | 0.72 | 0.69 | 0.69 | 0.69 | 0.65 | 0.73 | 0.76 | 0.68 | 0.67 | 0.67 | 0.67 | 0.70 |
AVG | 0.78 | 0.78 | 0.78 | 0.75 | 0.77 | 0.75 | 0.80 | 0.80 | 0.79 | 0.76 | 0.76 | 0.76 | 0.77 |
Nonnucleoside RT Inhibitors | |||||||||||||
DLV | 0.74 | 0.71 | 0.75 | 0.76 | 0.70 | 0.76 | 0.76 | 0.75 | 0.74 | 0.78 | 0.74 | 0.78 | 0.75 |
EFV | 0.79 | 0.79 | 0.79 | 0.79 | 0.75 | 0.74 | 0.85 | 0.81 | 0.84 | 0.78 | 0.74 | 0.76 | 0.79 |
NVP | 0.83 | 0.83 | 0.83 | 0.82 | 0.69 | 0.79 | 0.85 | 0.84 | 0.86 | 0.83 | 0.76 | 0.85 | 0.82 |
AVG | 0.79 | 0.78 | 0.79 | 0.79 | 0.71 | 0.76 | 0.82 | 0.80 | 0.81 | 0.80 | 0.75 | 0.80 | 0.78 |