Model | Quartile percentile for Dataset 1: Kutubdia | Quartile percentile for Dataset 1: Cox’s Bazar | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
Std | 25% | 50% | IQR | 75% | Std | 25% | 50% | IQR | 75% | |
MLR | 0.6682 | − 0.3211 | − 0.0657 | 0.6059 | 0.2848 | 1.0808 | − 0.6213 | − 0.1224 | 0.9999 | 0.3786 |
Lasso | 0.6794 | − 0.3396 | − 0.1186 | 0.6483 | 0.3088 | 1.0883 | − 0.6093 | − 0.1852 | 0.9948 | 0.3855 |
Ridge | 0.6682 | − 0.3211 | − 0.0657 | 0.6059 | 0.2848 | 1.0808 | − 0.6219 | − 0.1228 | 1.0009 | 0.3790 |
Elastic Net | 0.6745 | − 0.3303 | − 0.0960 | 0.6256 | 0.2953 | 1.0858 | − 0.6117 | − 0.1659 | 0.9865 | 0.3748 |
KNN | 0.6683 | − 0.2858 | − 0.0286 | 0.5716 | 0.2858 | 1.0619 | − 0.4573 | 0.0000 | 0.7718 | 0.3145 |
DT | 0.6668 | − 0.2919 | − 0.0797 | 0.6025 | 0.3107 | 1.0531 | − 0.3992 | − 0.0798 | 0.6845 | 0.2853 |
RF | 0.6445 | − 0.2855 | − 0.0602 | 0.5458 | 0.2603 | 1.0090 | − 0.4448 | − 0.0886 | 0.7188 | 0.2740 |
GBR | 0.6381 | − 0.2884 | − 0.0584 | 0.5488 | 0.2605 | 1.0012 | − 0.4446 | − 0.0872 | 0.7179 | 0.2732 |
AdaBoost | 0.6975 | − 0.3864 | − 0.0675 | 0.6025 | 0.2161 | 0.9716 | − 0.7077 | − 0.2351 | 0.9650 | 0.2573 |
XGBoost | 0.6348 | − 0.2915 | − 0.0573 | 0.5569 | 0.2654 | 1.0001 | − 0.4415 | − 0.0765 | 0.7054 | 0.2640 |
LightGBM | 0.6380 | − 0.2859 | − 0.0617 | 0.5409 | 0.2549 | 0.9972 | − 0.4294 | − 0.0798 | 0.6943 | 0.2649 |
CatBoost | 0.6278 | − 0.2902 | − 0.0549 | 0.5408 | 0.2506 | 0.9953 | − 0.4294 | − 0.0803 | 0.6962 | 0.2668 |
LSTM | 0.6485 | − 0.3372 | − 0.0902 | 0.5819 | 0.2447 | 1.0083 | − 0.4855 | − 0.1176 | 0.7614 | 0.2759 |
GRU | 0.6520 | − 0.3057 | − 0.0773 | 0.5862 | 0.2804 | 1.0177 | − 0.3890 | − 0.1052 | 0.7974 | 0.4083 |