Weather station | Model | 10-fold cross-validation | Hyperparameter tuning with Hyperopt | ||||
---|---|---|---|---|---|---|---|
MSE | MAE | R2 | MSE | MAE | R2 | ||
Kutubdia | MLR | 0.4976 | 0.5310 | 0.7868 | 0.4976 | 0.5310 | 0.7868 |
Lasso | 1.9781 | 1.0706 | 0.1533 | 0.5115 | 0.5361 | 0.7809 | |
Ridge | 0.4976 | 0.5310 | 0.7868 | 0.4976 | 0.5310 | 0.7868 | |
Elastic Net | 1.3426 | 0.8776 | 0.4252 | 0.5103 | 0.5373 | 0.7814 | |
KNN | 0.4106 | 0.4725 | 0.8240 | 0.3913 | 0.4607 | 0.8324 | |
DT | 0.6882 | 0.6104 | 0.7049 | 0.4571 | 0.4973 | 0.8041 | |
RF | 0.3473 | 0.4286 | 0.8512 | 0.4057 | 0.4705 | 0.8261 | |
GBR | 0.3861 | 0.4607 | 0.8345 | 0.3351 | 0.4200 | 0.8564 | |
AdaBoost | 0.6405 | 0.6127 | 0.7255 | 0.5284 | 0.5457 | 0.7736 | |
XGBoost | 0.3413 | 0.4234 | 0.8538 | 0.3339 | 0.4192 | 0.8569 | |
LightGBM | 0.3348 | 0.4215 | 0.8565 | 0.3332 | 0.4200 | 0.8572 | |
CatBoost | 0.3224 | 0.4117 | 0.8618 | 0.3218 | 0.4117 | 0.8621 | |
LSTM | 0.4171 | 0.4825 | 0.8215 | 0.4107 | 0.4793 | 0.8241 | |
GRU | 0.4237 | 0.4874 | 0.8187 | 0.4223 | 0.4869 | 0.8191 | |
Cox's Bazar | MLR | 0.5343 | 0.5504 | 0.8121 | 0.5343 | 0.5504 | 0.8121 |
Lasso | 2.1950 | 1.1540 | 0.2288 | 0.5524 | 0.5602 | 0.8057 | |
Ridge | 0.5343 | 0.5504 | 0.8121 | 0.5343 | 0.5505 | 0.8121 | |
Elastic Net | 1.5971 | 0.9822 | 0.4388 | 0.5513 | 0.5618 | 0.8062 | |
KNN | 0.4495 | 0.4964 | 0.8419 | 0.4275 | 0.4844 | 0.8497 | |
DT | 0.7535 | 0.6428 | 0.7351 | 0.4889 | 0.5205 | 0.8280 | |
RF | 0.3810 | 0.4521 | 0.8660 | 0.4311 | 0.4887 | 0.8484 | |
GBR | 0.4111 | 0.4763 | 0.8554 | 0.3692 | 0.4455 | 0.8702 | |
AdaBoost | 0.7095 | 0.6509 | 0.7505 | 0.5635 | 0.5664 | 0.8019 | |
XGBoost | 0.3801 | 0.4484 | 0.8663 | 0.3688 | 0.4445 | 0.8703 | |
LightGBM | 0.3637 | 0.4420 | 0.8721 | 0.3642 | 0.4419 | 0.8720 | |
CatBoost | 0.3541 | 0.4347 | 0.8755 | 0.3533 | 0.4342 | 0.8758 | |
LSTM | 0.4498 | 0.5031 | 0.8420 | 0.4543 | 0.5061 | 0.8403 | |
GRU | 0.4648 | 0.5124 | 0.8367 | 0.4727 | 0.5183 | 0.8340 |