Table 8 MAPE Comparative performance metric results between the proposed HHO-SVR model and other hybrid SVR approaches for dataset 1003 (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 | 0.0123195 | 0.0123645 | 0.0123702 | 0.0123655 | 0.0122883 | 0.0123871 | 0.0123733 | 0.0124397 |
2 | 0.0123176 | 0.0123639 | 0.0123702 | 0.0123655 | 0.0122823 | 0.0123675 | 0.0123729 | 0.0124396 |
3 | 0.0123176 | 0.0123639 | 0.0123702 | 0.0123655 | 0.0122812 | 0.0123675 | 0.0123633 | 0.0124396 |
4 | 0.0123176 | 0.0123637 | 0.0123702 | 0.0123655 | 0.0122811 | 0.0123648 | 0.0123627 | 0.0124396 |
5 | 0.0123176 | 0.0123637 | 0.0123702 | 0.0123655 | 0.0122810 | 0.0123625 | 0.0123622 | 0.0124396 |
6 | 0.0123176 | 0.0123635 | 0.0123702 | 0.0123655 | 0.0122810 | 0.0123625 | 0.0123622 | 0.0124393 |
7 | 0.0123176 | 0.0123632 | 0.0123702 | 0.0123655 | 0.0122807 | 0.0123624 | 0.0123620 | 0.0124393 |
8 | 0.0123176 | 0.0123630 | 0.0123702 | 0.0123655 | 0.0122807 | 0.0123621 | 0.0123620 | 0.0124393 |
9 | 0.0123176 | 0.0123630 | 0.0123669 | 0.0123655 | 0.0122807 | 0.0123621 | 0.0123620 | 0.0124393 |
10 | 0.0123176 | 0.0123625 | 0.0123669 | 0.0123655 | 0.0122805 | 0.0123620 | 0.0123620 | 0.0124393 |