Table 11 MAPE comparative performance metric results between the proposed HHO-SVR model and other hybrid SVR approaches for dataset 1009 (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 | 0.0049599 | 0.0049606 | 0.0049677 | 0.0048836 | 0.0049609 | 0.0049618 | 0.0054783 | 0.0049347 |
2 | 0.0049599 | 0.0049605 | 0.0049677 | 0.0048836 | 0.0049606 | 0.0049604 | 0.0054772 | 0.0049338 |
3 | 0.0049599 | 0.0049605 | 0.0049677 | 0.0048836 | 0.0049598 | 0.0049603 | 0.0054772 | 0.0049338 |
4 | 0.0049599 | 0.0049605 | 0.0049623 | 0.0048836 | 0.0049598 | 0.0049603 | 0.0054772 | 0.0049338 |
5 | 0.0049599 | 0.0049604 | 0.0049623 | 0.0048836 | 0.0049598 | 0.0049603 | 0.0054772 | 0.0049338 |
6 | 0.0049599 | 0.0049603 | 0.0049623 | 0.0048836 | 0.0049598 | 0.0049603 | 0.0054772 | 0.0049338 |
7 | 0.0049599 | 0.0049603 | 0.0049623 | 0.0048836 | 0.0049598 | 0.0049603 | 0.0054772 | 0.0049338 |
8 | 0.0049599 | 0.0049600 | 0.0049623 | 0.0048836 | 0.0049598 | 0.0049602 | 0.0054772 | 0.0049338 |
9 | 0.0049599 | 0.0049600 | 0.0049623 | 0.0048836 | 0.0049598 | 0.0049602 | 0.0054772 | 0.0049338 |
10 | 0.0049599 | 0.0049600 | 0.0049623 | 0.0048836 | 0.0049598 | 0.0049602 | 0.0054772 | 0.0049327 |