Weather station | Model | Validation dataset | Test dataset | ||||
---|---|---|---|---|---|---|---|
MSE | MAE | R2 | MSE | MAE | R2 | ||
Kutubdia | MLR | 0.5070 | 0.5316 | 0.7825 | 0.4912 | 0.5293 | 0.7849 |
Lasso | 0.5213 | 0.5372 | 0.7764 | 0.5007 | 0.5344 | 0.7807 | |
Ridge | 0.5070 | 0.5316 | 0.7825 | 0.4912 | 0.5293 | 0.7849 | |
Elastic Net | 0.5182 | 0.5379 | 0.7777 | 0.4988 | 0.5349 | 0.7815 | |
KNN | 0.3972 | 0.4631 | 0.8296 | 0.3875 | 0.4604 | 0.8303 | |
DT | 0.4665 | 0.5002 | 0.7999 | 0.4543 | 0.4980 | 0.8010 | |
RF | 0.4208 | 0.4737 | 0.8194 | 0.4138 | 0.4756 | 0.8187 | |
GBR | 0.3509 | 0.4242 | 0.8495 | 0.3447 | 0.4256 | 0.8490 | |
AdaBoost | 0.5370 | 0.5475 | 0.7697 | 0.5159 | 0.5464 | 0.7741 | |
XGBoost | 0.3427 | 0.4222 | 0.8530 | 0.3429 | 0.4249 | 0.8498 | |
LightGBM | 0.3411 | 0.4221 | 0.8537 | 0.3447 | 0.4250 | 0.8490 | |
CatBoost | 0.3309 | 0.4150 | 0.8580 | 0.3305 | 0.4164 | 0.8552 | |
LSTM | 0.3832 | 0.4554 | 0.8356 | 0.3739 | 0.4549 | 0.8362 | |
GRU | 0.3860 | 0.4589 | 0.8345 | 0.3709 | 0.4558 | 0.8375 | |
Cox's Bazar | MLR | 0.5679 | 0.5610 | 0.8032 | 0.5434 | 0.5538 | 0.8070 |
Lasso | 0.5833 | 0.5707 | 0.7979 | 0.5587 | 0.5623 | 0.8015 | |
Ridge | 0.5679 | 0.5610 | 0.8032 | 0.5434 | 0.5538 | 0.8070 | |
Elastic Net | 0.5803 | 0.5712 | 0.7989 | 0.5582 | 0.5633 | 0.80171 | |
KNN | 0.4500 | 0.4891 | 0.8441 | 0.4401 | 0.4891 | 0.8436 | |
DT | 0.5235 | 0.5337 | 0.8186 | 0.4973 | 0.5254 | 0.8233 | |
RF | 0.4548 | 0.4988 | 0.8424 | 0.4451 | 0.4943 | 0.8419 | |
GBR | 0.3913 | 0.4528 | 0.8644 | 0.3833 | 0.4504 | 0.8638 | |
AdaBoost | 0.5908 | 0.5761 | 0.7953 | 0.5696 | 0.5702 | 0.7977 | |
XGBoost | 0.3949 | 0.4526 | 0.8632 | 0.3843 | 0.4502 | 0.8634 | |
LightGBM | 0.3904 | 0.4497 | 0.8647 | 0.3834 | 0.4470 | 0.8638 | |
CatBoost | 0.3713 | 0.4398 | 0.8714 | 0.3744 | 0.4415 | 0.8670 | |
LSTM | 0.4411 | 0.4901 | 0.8472 | 0.4342 | 0.4903 | 0.8457 | |
GRU | 0.4676 | 0.5087 | 0.8380 | 0.4575 | 0.5089 | 0.8375 |