Models | Metrics | Baseline | Baseline + History | Baseline + MN | Baseline + PSN | Baseline + History + MN + PSN |
---|---|---|---|---|---|---|
XGBoost | MAE | 4.528 ± 0.006 | 4.276 ± 0.007 | 4.300 ± 0.007 | 4.241 ± 0.007 | 4.024 ± 0.006 |
RMSE | 6.419 ± 0.013 | 6.130 ± 0.015 | 6.182 ± 0.013 | 6.128 ± 0.013 | 5.859 ± 0.013 | |
R2 | 0.250 ± 0.002 | 0.316 ± 0.002 | 0.304 ± 0.001 | 0.316 ± 0.001 | 0.375 ± 0.002 | |
GBDT | MAE | 4.531 ± 0.007 | 4.280 ± 0.006 | 4.306 ± 0.006 | 4.251 ± 0.009 | 4.026 ± 0.006 |
RMSE | 6.422 ± 0.014 | 6.136 ± 0.013 | 6.189 ± 0.012 | 6.139 ± 0.013 | 5.861 ± 0.011 | |
R2 | 0.249 ± 0.002 | 0.314 ± 0.002 | 0.302 ± 0.001 | 0.314 ± 0.001 | 0.374 ± 0.001 | |
RF | MAE | 4.553 ± 0.008 | 4.343 ± 0.007 | 4.343 ± 0.006 | 4.297 ± 0.008 | 4.106 ± 0.007 |
RMSE | 6.468 ± 0.014 | 6.229 ± 0.015 | 6.256 ± 0.013 | 6.226 ± 0.014 | 5.987 ± 0.015 | |
R2 | 0.238 ± 0.002 | 0.293 ± 0.002 | 0.287 ± 0.002 | 0.294 ± 0.001 | 0.347 ± 0.002 | |
Linear SVM | MAE | 4.982 ± 0.007 | 4.697 ± 0.006 | 4.714 ± 0.006 | 4.571 ± 0.007 | 4.366 ± 0.006 |
RMSE | 7.004 ± 0.011 | 6.622 ± 0.013 | 6.710 ± 0.011 | 6.549 ± 0.012 | 6.265 ± 0.013 | |
R2 | 0.107 ± 0.001 | 0.201 ± 0.002 | 0.180 ± 0.001 | 0.219 ± 0.001 | 0.285 ± 0.001 | |
DNN | MAE | 4.595 ± 0.053 | 4.371 ± 0.043 | 4.390 ± 0.036 | 4.302 ± 0.043 | 4.152 ± 0.046 |
RMSE | 6.518 ± 0.022 | 6.250 ± 0.020 | 6.343 ± 0.015 | 6.223 ± 0.025 | 6.066 ± 0.034 | |
R2 | 0.226 ± 0.004 | 0.289 ± 0.004 | 0.267 ± 0.003 | 0.295 ± 0.004 | 0.330 ± 0.006 |