Table 9.
Data-set1 |
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CS | FO-CS | FO-CS | FO-CS | FO-CS | FO-CS | HHO | HGSO | WOA | SSA | GWO | SGA | ||
Accuracy | Best | 0.7133 | 0.8067 | 0.8467 | 0.8333 | 0.8267 | 0.8400 | 0.7600 | 0.7867 | 0.8267 | 0.7933 | 0.7533 | 0.7667 |
Mean | 0.6907 | 0.7613 | 0.8267 | 0.8133 | 0.8093 | 0.8267 | 0.7267 | 0.7653 | 0.7587 | 0.7680 | 0.7080 | 0.7373 | |
STD | 0.0167 | 0.0307 | 0.0249 | 0.0163 | 0.0130 | 0.0105 | 0.0267 | 0.0173 | 0.0417 | 0.0238 | 0.0272 | 0.0180 | |
Worst | 0.6667 | 0.7333 | 0.7933 | 0.7933 | 0.7933 | 0.8133 | 0.6933 | 0.7400 | 0.7200 | 0.7333 | 0.6800 | 0.7200 | |
Fitness value | Mean | 0.2814 | 0.0180 | 0.0159 | 0.0166 | 0.0187 | 0.0098 | 0.0328 | 0.0324 | 0.0388 | 0.2555 | 0.1374 | 0.3990 |
STD | 0.0048 | 0.0027 | 0.0047 | 0.0028 | 0.0023 | 0.0023 | 0.0089 | 0.0060 | 0.0078 | 0.0072 | 0.0088 | 0.0058 | |
Best | 0.2747 | 0.0144 | 0.0118 | 0.0144 | 0.0175 | 0.0066 | 0.0219 | 0.0228 | 0.0281 | 0.2468 | 0.1285 | 0.3900 | |
Worst | 0.2878 | 0.0214 | 0.0227 | 0.0214 | 0.0228 | 0.0123 | 0.0455 | 0.0389 | 0.0491 | 0.2638 | 0.1521 | 0.4035 | |
Attr | 177.2 | 25.6 | 27.6 | 27.6 | 25.4 | 27.4 | 23.4 | 25.4 | 26.4 | 172.4 | 72.2 | 263.4 | |
Data-set 2 | |||||||||||||
Accuracy | Best | 0.9895 | 0.9842 | 0.9895 | 0.9947 | 0.9737 | 1.0000 | 0.9789 | 0.9789 | 0.9526 | 0.9895 | 0.9579 | 0.9842 |
Mean | 0.9779 | 0.9779 | 0.9874 | 0.9842 | 0.9705 | 0.9926 | 0.9632 | 0.9579 | 0.9337 | 0.9789 | 0.9347 | 0.9811 | |
STD | 0.0094 | 0.0069 | 0.0029 | 0.0064 | 0.0047 | 0.0060 | 0.0134 | 0.0144 | 0.0177 | 0.0064 | 0.0228 | 0.0047 | |
Worst | 0.9632 | 0.9684 | 0.9842 | 0.9789 | 0.9632 | 0.9842 | 0.9474 | 0.9421 | 0.9105 | 0.9737 | 0.9000 | 0.9737 | |
Fitness value | Mean | 0.2814 | 0.0180 | 0.0159 | 0.0166 | 0.0187 | 0.0098 | 0.0328 | 0.0324 | 0.0388 | 0.2555 | 0.1374 | 0.3990 |
STD | 0.0048 | 0.0027 | 0.0047 | 0.0028 | 0.0023 | 0.0023 | 0.0089 | 0.0060 | 0.0078 | 0.0072 | 0.0088 | 0.0058 | |
Best | 0.2747 | 0.0144 | 0.0118 | 0.0144 | 0.0175 | 0.0066 | 0.0219 | 0.0228 | 0.0281 | 0.2468 | 0.1285 | 0.3900 | |
Worst | 0.2878 | 0.0214 | 0.0227 | 0.0214 | 0.0228 | 0.0123 | 0.0455 | 0.0389 | 0.0491 | 0.2638 | 0.1521 | 0.4035 | |
Attr | 123.8 | 23.2 | 24.4 | 24 | 21.8 | 22.8 | 26.6 | 25.2 | 22.6 | 112.2 | 68 | 178.4 |