| Amman | Kuwait | ||||||||
| Forecast | ARIMA | Simple Average | RBF | SVM | Forecast | ARIMA | Simple Average | RBF | SVM |
| MAD | 0.0547 | 0.0675 | 0.0392 | 0.0351 | MAD | 0.0653 | 0.0772 | 0.0423 | 0.0412 |
| MSE | 0.0531 | 0.06873 | 0.0345 | 0.0443 | MSE | 0.0865 | 0.0976 | 0.0652 | 0.0612 |
| RMSE | 156.34% | 181.77% | 142.67% | 123.45% | RMSE | 189.61% | 187.56% | 155.41% | 123.71% |
| MAPE | 0.029 | 0.0376 | 0.0287 | 0.0221 | MAPE | 0.0433 | 0.0541 | 0.0412 | 0.0421 |
| Beirut | Manama | ||||||||
| MAD | 0.0623 | 0.7123 | 0.0543 | 0.0459 | MAD | 0.0765 | 0.0843 | 0.0663 | 0.0431 |
| MSE | 0.0588 | 0.0741 | 0.342 | 0.0312 | MSE | 0.0234 | 0.0386 | 0.0123 | 0.0201 |
| RMSE | 146.98% | 156.72% | 145.97% | 123.91% | RMSE | 205.54% | 286.34% | 190.75% | 103.65% |
| MAPE | 0.0345 | 0.0441 | 0.0296 | 0.0257 | MAPE | 0.0551 | 0.0589 | 0.0421 | 0.0382 |
| Dubai | Muscat | ||||||||
| MAD | 0.0435 | 0.0534 | 0.0356 | 0.0345 | MAD | 0.0543 | 0.0567 | 0.0435 | 0.0421 |
| MSE | 0.0653 | 0.0851 | 0.0552 | 0.0433 | MSE | 0.0786 | 0.0854 | 0.0321 | 0.0211 |
| RMSE | 204.87% | 234.76% | 201.76% | 197.61% | RMSE | 167.42% | 151.62% | 123.98% | 124.23% |
| MAPE | 0.0345 | 0.0521 | 0.0289 | 0.0222 | MAPE | 0.0421 | 0.0444 | 0.0315 | 0.0301 |