Table 7 MAPE Comparative performance metric results between the proposed HHO-SVR model and other hybrid SVR approaches for dataset 1001 (50 Iterations and 10 Runs).
From: A hybrid Harris Hawks Optimization with Support Vector Regression for air quality forecasting
Run | EO-SVR | GWO-SVR | HGSO-SVR | BMO-SVR | MRFO-SVR | SSA-SVR | WOA-SVR | HHO-SVR |
---|---|---|---|---|---|---|---|---|
1 | 0.0033060 | 0.0032463 | 0.0032688 | 0.0032467 | 0.0032474 | 0.0032749 | 0.0033829 | 0.0032470 |
2 | 0.0033057 | 0.0032462 | 0.0032688 | 0.0032467 | 0.0032471 | 0.0032747 | 0.0033827 | 0.0032463 |
3 | 0.0033057 | 0.0032458 | 0.0032688 | 0.0032467 | 0.0032471 | 0.0032743 | 0.0033825 | 0.0032463 |
4 | 0.0033057 | 0.0032458 | 0.0032688 | 0.0032467 | 0.0032470 | 0.0032743 | 0.0033822 | 0.0032463 |
5 | 0.0033057 | 0.0032458 | 0.0032688 | 0.0032467 | 0.0032470 | 0.0032740 | 0.0033822 | 0.0031945 |
6 | 0.0033055 | 0.0032458 | 0.0032688 | 0.0032467 | 0.0032470 | 0.0032740 | 0.0033822 | 0.0031937 |
7 | 0.0033055 | 0.0032458 | 0.0032688 | 0.0032467 | 0.0032470 | 0.0032738 | 0.0033817 | 0.0031934 |
8 | 0.0033055 | 0.0032458 | 0.0032683 | 0.0032467 | 0.0032470 | 0.0032736 | 0.0033815 | 0.0031934 |
9 | 0.0033055 | 0.0032458 | 0.0032683 | 0.0032467 | 0.0032470 | 0.0032735 | 0.0033814 | 0.0031930 |
10 | 0.0033055 | 0.0032457 | 0.0032683 | 0.0032467 | 0.0032470 | 0.0032735 | 0.0033814 | 0.0031921 |