Table 11 Feature selection results on solar dataset using binary metaheuristics.
Optimizer | Avg. Error | Avg. Size | Avg. Fitness | Best Fitness | Worst Fitness | Std. Dev. |
|---|---|---|---|---|---|---|
biHOW | 0.4161 | 0.3689 | 0.4793 | 0.3811 | 0.4796 | 0.3016 |
bHHO | 0.4339 | 0.5695 | 0.4961 | 0.4164 | 0.4833 | 0.3069 |
bGWO | 0.4732 | 0.7028 | 0.5044 | 0.4579 | 0.5679 | 0.3251 |
bPSO | 0.5667 | 0.6685 | 0.5935 | 0.5738 | 0.6415 | 0.4053 |
bWAO | 0.5665 | 0.8319 | 0.6013 | 0.5654 | 0.6415 | 0.4075 |
bBBO | 0.5349 | 0.8323 | 0.5992 | 0.5889 | 0.6754 | 0.4502 |
bMVO | 0.5434 | 0.7650 | 0.6232 | 0.5484 | 0.6664 | 0.4560 |
bSFS | 0.4363 | 0.5719 | 0.4985 | 0.4188 | 0.4857 | 0.3093 |
bSAO | 0.4797 | 0.7113 | 0.5198 | 0.4095 | 0.5111 | 0.3186 |
bJAYA | 0.4699 | 0.7353 | 0.5047 | 0.4688 | 0.5449 | 0.3109 |