Table 2 Evaluation parameters for all the trained models.
Model | R2 | MAE | MSE | RMSE | MAPE | ||||
|---|---|---|---|---|---|---|---|---|---|
ILCR normalised | ILCR | ILCR normalised | ILCR | ILCR normalised | ILCR | ILCR normalised | ILCR | ||
PSM-ANN | 0.9440 | 0.0374 | 3.74E−08 | 0.0025 | 2.51E−15 | 0.0501 | 5.01E−08 | 105.6106 | 105.6108 |
CM-ANN | 0.8539 | 0.0536 | 5.36E−08 | 0.0066 | 6.55E−15 | 0.0810 | 8.10E−08 | 171.1157 | 171.1157 |
PSM-XGB | 0.8950 | 0.0483 | 4.83E−08 | 0.0047 | 4.71E−15 | 0.0686 | 6.86E−08 | 115.9011 | 115.9010 |
CM-XGB | 0.7993 | 0.0614 | 6.14E−08 | 0.0090 | 9.00E−15 | 0.0949 | 9.49E−08 | 100.0139 | 100.0138 |
PSM-RF | 0.8739 | 0.0483 | 4.83E−08 | 0.0057 | 5.66E−15 | 0.0752 | 7.52E−08 | 148.9406 | 148.9407 |
CM-RF | 0.8306 | 0.0550 | 5.50E−08 | 0.0076 | 7.60E−15 | 0.0872 | 8.72E−08 | 165.4630 | 165.4630 |
PSM-MLR | 0.7114 | 0.0705 | 7.05E−08 | 0.0129 | 1.29E−14 | 0.1138 | 1.14E−07 | 130.4747 | 130.4748 |
CM-MLR | 0.6994 | 0.0725 | 7.25E−08 | 0.0135 | 1.35E−14 | 0.1161 | 1.16E−07 | 107.7413 | 107.7413 |