Table 3.
MSE for prediction of log2 AR in vivo and in vitro
Method | in vivo | in vitro | ||
---|---|---|---|---|
MSE | Spearman’s rho | MSE | Spearman’s rho | |
DNN | 1.30548 | 0.05084 | 1.00574 | 0.09330 |
RF | 1.30418 | 0.34763 | 0.95797 | 0.40759 |
RF + DNN | 1.26058 | 0.31701 | 0.96434 | 0.41124 |
XGBoost | 1.40212 | 0.35378 | 0.92402 | 0.50614 |
XGBoost + DNN | 1.29030 | 0.08718 | 0.92394 | 0.50534 |
LR | 1.22814 | 0.38239 | 0.76193 | 0.50903 |
LR + DNN | 1.20719 | 0.37599 | 0.76509 | 0.50966 |
RF + XGBoost | 1.29381 | 0.36163 | 0.91377 | 0.49302 |
RF + XGBoost + DNN | 1.24926 | 0.33593 | 0.91547 | 0.49673 |
RF + LR | 1.19564 | 0.38680 | 0.76650 | 0.50660 |
RF + LR + DNN | 1.16961 | 0.38827 | 0.77075 | 0.50783 |
XGBoost + LR | 1.22412 | 0.38288 | 0.81491 | 0.51463 |
XGBoost + LR + DNN | 1.20390 | 0.37737 | 0.81552 | 0.51472 |
RF + XGBoost + LR | 1.19216 | 0.38758 | 0.81764 | 0.51270 |
RF + XGBoost + LR + DNN | 1.16580 | 0.39046 | 0.81891 | 0.51317 |