Table 7.
Comparison between CDMO8 and 6 meta-heuristic algorithms in fitness metrics.
| Average | Best | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ACO | PSO | WOA | DMO | ARO | HHO | CDMO8 | ACO | PSO | WOA | DMO | ARO | HHO | CDMO8 | |
| base_exactly | 0.0811 | 0.0995 | 0.1738 | 0.0125 | 0.0214 | 0.1181 | 0.0055 | 0.0204 | 0.0874 | 0.1627 | 0.0125 | 0.002 | 0.0708 | 0.0264 |
| base_BreastEW | 0.0202 | 0.0141 | 0.0181 | 0.0153 | 0.0149 | 0.0174 | 0.0095 | 0.0176 | 0.0116 | 0.0176 | 0.0123 | 0.0116 | 0.0148 | 0.0088 |
| base_M-of-n3 | 0.0200 | 0.0280 | 0.0365 | 0.0085 | 0.0025 | 0.0281 | 0.0016 | 0.0048 | 0.0252 | 0.0308 | 0.0085 | 0 | 0.0173 | 0.0016 |
| BreastEW | 0.0168 | 0.0178 | 0.0244 | 0.0127 | 0.0151 | 0.0196 | 0.0101 | 0.0144 | 0.0162 | 0.0232 | 0.0088 | 0.0116 | 0.0157 | 0.0088 |
| KrvskpEW | 0.0274 | 0.0268 | 0.0286 | 0.0165 | 0.0187 | 0.0276 | 0.0131 | 0.0251 | 0.0255 | 0.0278 | 0.0105 | 0.0125 | 0.0222 | 0.0109 |
| SonarEW | 0.0735 | 0.0457 | 0.0778 | 0.0371 | 0.0309 | 0.0656 | 0.0058 | 0.0624 | 0.0351 | 0.0752 | 0.0175 | 0.0165 | 0.0476 | 0.0139 |
| SpectEW | 0.1076 | 0.0891 | 0.1133 | 0.0881 | 0.0938 | 0.1033 | 0.0588 | 0.0989 | 0.0853 | 0.1117 | 0.0802 | 0.0867 | 0.094 | 0.0377 |
| Waveform | 0.1453 | 0.1392 | 0.1458 | 0.0997 | 0.1870 | 0.1434 | 0.0925 | 0.1438 | 0.1361 | 0.1444 | 0.0930 | 0.1772 | 0.1293 | 0.0807 |
| CongressEW | 0.0997 | 0.0997 | 0.0278 | 0.0146 | 0.0179 | 0.0757 | 0.0010 | 0.0226 | 0.0226 | 0.0268 | 0.0120 | 0.0160 | 0.021 | 0.0010 |
| Ionosphere | 0.0551 | 0.0698 | 0.0671 | 0.0686 | 0.0532 | 0.064 | 0.0612 | 0.0446 | 0.0657 | 0.0646 | 0.0566 | 0.04 | 0.0579 | 0.0429 |
| Worst | SD | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ACO | PSO | WOA | DMO | ARO | HHO | CDMO8 | ACO | PSO | WOA | DMO | ARO | HHO | CDMO8 | |
| base_exactly | 0.2478 | 0.219 | 0.2435 | 0.3175 | 0.2528 | 0.2561 | 0.29 | 0.0708 | 0.0289 | 0.0214 | 0.0491 | 0.0553 | 0.0252 | 0.1858 |
| base_BreastEW | 0.0332 | 0.029 | 0.0251 | 0.0297 | 0.0336 | 0.0301 | 0.0265 | 0.0034 | 0.0038 | 0.0014 | 0.0040 | 0.0054 | 0.0026 | 0.0034 |
| base_M-of-n3 | 0.0952 | 0.0936 | 0.0775 | 0.095 | 0.0788 | 0.088 | 0.03 | 0.0218 | 0.0105 | 0.0116 | 0.0209 | 0.0117 | 0.0111 | 0.0116 |
| BreastEW | 0.0302 | 0.0297 | 0.0328 | 0.0299 | 0.0336 | 0.0312 | 0.0354 | 0.0034 | 0.0028 | 0.0024 | 0.0051 | 0.0048 | 0.0026 | 0.0055 |
| KrvskpEW | 0.0394 | 0.04047 | 0.0368 | 0.0518 | 0.0539 | 0.0445 | 0.0203 | 0.0033 | 0.0031 | 0.0017 | 0.0081 | 0.0095 | 0.0024 | 0.0029 |
| SonarEW | 0.1317 | 0.1034 | 0.0976 | 0.1015 | 0.0985 | 0.1065 | 0.0488 | 0.0154 | 0.0146 | 0.0054 | 0.0201 | 0.0206 | 0.01 | 0.0130 |
| SpectEW | 0.1381 | 0.1102 | 0.1245 | 0.1195 | 0.1283 | 0.1241 | 0.1132 | 0.0089 | 0.0056 | 0.0032 | 0.0098 | 0.0103 | 0.0044 | 0.0136 |
| Waveform | 0.1599 | 0.1585 | 0.1594 | 0.1334 | 0.2337 | 0.169 | 0.1378 | 0.0028 | 0.0045 | 0.0031 | 0.0084 | 0.0130 | 0.0038 | 0.012 |
| CongressEW | 0.0421 | 0.0421 | 0.0374 | 0.0349 | 0.0372 | 0.0387 | 0.0345 | 0.0042 | 0.0042 | 0.0024 | 0.0048 | 0.0042 | 0.0033 | 0.0061 |
| Ionosphere | 0.0971 | 0.0977 | 0.0914 | 0.1149 | 0.1034 | 0.1009 | 0.1143 | 0.0134 | 0.0071 | 0.0059 | 0.0138 | 0.0175 | 0.0065 | 0.0128 |
Significant values are in bold.