Open Access
Table 4
Comparison with other multi-objective metaheuristic algorithms on 23 matching tasks
| ID | EMO-GOA | NS-MOGOA | MOGOA | SPEA2 | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Prec | F1 | Rec | Prec | F1 | Rec | Prec | F1 | Rec | Prec | F1 | Rec | ||||
| Avg | 0.985 | 0.985 | 0.986 | 0.989 | 0.985 | 0.982 | 0.979 | 0.980 | 0.982 | 0.767 | 0.829 | 0.907 | |||
| 101 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.820 | 0.846 | 0.870 | |||
| 103 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.830 | 0.870 | 0.920 | |||
| 104 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.810 | 0.850 | 0.900 | |||
| 203 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.770 | 0.810 | 0.850 | |||
| 204 | 0.960 | 0.960 | 0.960 | 1.000 | 0.990 | 0.988 | 0.920 | 0.920 | 0.920 | 0.810 | 0.860 | 0.910 | |||
| 205 | 0.940 | 0.890 | 0.850 | 1.000 | 0.850 | 0.740 | 0.850 | 0.820 | 0.790 | 0.370 | 0.380 | 0.390 | |||
| 221 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.850 | 0.890 | 0.940 | |||
| 222 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.830 | 0.870 | 0.920 | |||
| 223 | 0.980 | 0.980 | 0.970 | 0.980 | 0.980 | 0.980 | 0.980 | 0.980 | 0.980 | 0.820 | 0.860 | 0.910 | |||
| 224 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.840 | 0.880 | 0.930 | |||
| 225 | 1.000 | 1.000 | 1.000 | 1.000 | 0.999 | 0.998 | 1.000 | 1.000 | 1.000 | 0.840 | 0.880 | 0.930 | |||
| 228 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.750 | 0.860 | 1.000 | |||
| 231 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.840 | 0.880 | 0.930 | |||
| 232 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.996 | 0.996 | 0.996 | 0.840 | 0.890 | 0.930 | |||
| 233 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.770 | 0.870 | 1.000 | |||
| 236 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.750 | 0.860 | 1.000 | |||
| 237 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.820 | 0.860 | 0.920 | |||
| 238 | 0.980 | 0.980 | 0.980 | 0.986 | 0.983 | 0.981 | 0.980 | 0.980 | 0.980 | 0.800 | 0.840 | 0.890 | |||
| 239 | 0.970 | 0.980 | 1.000 | 0.967 | 0.983 | 1.000 | 0.970 | 0.980 | 1.000 | 0.690 | 0.810 | 0.970 | |||
| 240 | 0.940 | 0.960 | 0.970 | 0.940 | 0.955 | 0.970 | 0.940 | 0.960 | 0.970 | 0.680 | 0.780 | 0.910 | |||
| 241 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.770 | 0.870 | 1.000 | |||
| 246 | 0.970 | 0.980 | 1.000 | 0.970 | 0.980 | 1.000 | 0.970 | 0.980 | 1.000 | 0.670 | 0.790 | 0.950 | |||
| 247 | 0.910 | 0.930 | 0.940 | 0.910 | 0.925 | 0.939 | 0.910 | 0.930 | 0.940 | 0.680 | 0.770 | 0.900 | |||
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