Model,Criterion,0.05,0.10,without
AdaBoost,Dstat,0.44,0.47,0.58
AdaBoost,MAPE,8.94%,14.70%,5.24%
AdaBoost,RMSE,0.50,0.74,0.30
AdaBoost_LR,Dstat,0.60,0.70,0.56
AdaBoost_LR,MAPE,10.28%,8.93%,4.75%
AdaBoost_LR,RMSE,0.51,0.45,0.25
ET,Dstat,0.56,0.51,0.65
ET,MAPE,8.99%,14.15%,4.99%
ET,RMSE,0.49,0.69,0.28
ET_AdaBoost_GBDT_Xgboost_RF_LR,Dstat,0.58,0.60,0.56
ET_AdaBoost_GBDT_Xgboost_RF_LR,MAPE,8.67%,9.65%,4.82%
ET_AdaBoost_GBDT_Xgboost_RF_LR,RMSE,0.43,0.50,0.26
ET_LR,Dstat,0.58,0.72,0.56
ET_LR,MAPE,10.31%,8.27%,4.81%
ET_LR,RMSE,0.51,0.42,0.26
GBDT,Dstat,0.53,0.58,0.60
GBDT,MAPE,12.13%,23.08%,5.39%
GBDT,RMSE,0.63,1.05,0.30
GBDT_LR,Dstat,0.60,0.72,0.56
GBDT_LR,MAPE,10.49%,7.89%,4.75%
GBDT_LR,RMSE,0.51,0.39,0.25
GRU,Dstat,0.56,0.53,0.56
GRU,MAPE,20.66%,20.60%,8.71%
GRU,RMSE,0.95,0.95,0.46
LR,Dstat,0.56,0.70,0.56
LR,MAPE,10.07%,8.88%,4.69%
LR,RMSE,0.50,0.45,0.25
LSTM,Dstat,0.53,0.53,0.56
LSTM,MAPE,20.36%,19.66%,8.13%
LSTM,RMSE,0.94,0.91,0.43
MLP,Dstat,0.44,0.53,0.56
MLP,MAPE,23.90%,23.10%,4.58%
MLP,RMSE,1.36,1.13,0.27
RF,Dstat,0.56,0.56,0.56
RF,MAPE,8.87%,14.70%,5.09%
RF,RMSE,0.48,0.72,0.29
RF_LR,Dstat,0.56,0.70,0.56
RF_LR,MAPE,10.18%,9.16%,4.77%
RF_LR,RMSE,0.50,0.46,0.25
SVR,Dstat,0.53,0.58,0.56
SVR,MAPE,12.85%,17.86%,4.65%
SVR,RMSE,0.65,0.90,0.25
XGB,Dstat,0.33,0.19,0.49
XGB,MAPE,10.38%,11.86%,5.41%
XGB,RMSE,0.57,0.63,0.31
XGB_LR,Dstat,0.58,0.70,0.58
XGB_LR,MAPE,9.20%,10.81%,4.85%
XGB_LR,RMSE,0.48,0.54,0.26