Table 10 MAPE comparative performance metric results between the proposed HHO-SVR model and other hybrid SVR approaches for dataset 1007 (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 | 0.0033643 | 0.0033647 | 0.0033689 | 0.0033578 | 0.0033652 | 0.0033650 | 0.0035089 | 0.0033862 |
2 | 0.0033643 | 0.0033646 | 0.0033689 | 0.0033578 | 0.0033643 | 0.0033650 | 0.0035084 | 0.0033859 |
3 | 0.0033643 | 0.0033646 | 0.0033689 | 0.0033578 | 0.0033643 | 0.0033650 | 0.0035082 | 0.0033843 |
4 | 0.0033643 | 0.0033646 | 0.0033679 | 0.0033578 | 0.0033643 | 0.0033644 | 0.0035080 | 0.0033837 |
5 | 0.0033642 | 0.0033646 | 0.0033679 | 0.0033578 | 0.0033643 | 0.0033644 | 0.0035080 | 0.0033837 |
6 | 0.0033642 | 0.0033646 | 0.0033679 | 0.0033578 | 0.0033641 | 0.0033641 | 0.0035080 | 0.0033836 |
7 | 0.0033642 | 0.0033644 | 0.0033679 | 0.0033578 | 0.0033641 | 0.0033641 | 0.0035080 | 0.0032486 |
8 | 0.0033642 | 0.0033643 | 0.0033679 | 0.0033578 | 0.0033641 | 0.0033640 | 0.0035080 | 0.0032469 |
9 | 0.0033640 | 0.0033642 | 0.0033679 | 0.0033578 | 0.0033641 | 0.0033640 | 0.0035080 | 0.0032430 |
10 | 0.0033640 | 0.0033642 | 0.0033666 | 0.0033578 | 0.0033641 | 0.0033640 | 0.0035080 | 0.0032429 |