Open Access
Table 5
Comparison results with other single-objective metaheuristic algorithms on 23 matching tasks
| ID | EMO-GOA | NS-MOGOA | GA | PSO | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 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 | 0.991 | 0.906 | 0.855 | 0.972 | 0.974 | 0.977 | |||
| 101 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.970 | 0.950 | 1.000 | 1.000 | 1.000 | |||
| 103 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.740 | 0.600 | 1.000 | 1.000 | 1.000 | |||
| 104 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.970 | 0.950 | 1.000 | 1.000 | 1.000 | |||
| 203 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.970 | 0.950 | 1.000 | 1.000 | 1.000 | |||
| 204 | 0.960 | 0.960 | 0.960 | 1.000 | 0.990 | 0.988 | 1.000 | 0.940 | 0.90 | 1.000 | 1.000 | 1.000 | |||
| 205 | 0.940 | 0.890 | 0.850 | 1.000 | 0.850 | 0.740 | 1.000 | 0.710 | 0.560 | 0.870 | 0.870 | 0.860 | |||
| 221 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.830 | 0.720 | 1.000 | 1.000 | 1.000 | |||
| 222 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.950 | 0.92 | 0.970 | 0.970 | 0.970 | |||
| 223 | 0.980 | 0.980 | 0.970 | 0.980 | 0.980 | 0.980 | 0.980 | 0.860 | 0.79 | 0.970 | 0.970 | 0.970 | |||
| 224 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.920 | 0.860 | 1.000 | 1.000 | 1.000 | |||
| 225 | 1.000 | 1.000 | 1.000 | 1.000 | 0.999 | 0.998 | 1.000 | 0.850 | 0.770 | 1.000 | 1.000 | 1.000 | |||
| 228 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.997 | 0.994 | 1.000 | 1.000 | 1.000 | |||
| 231 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.999 | 0.998 | 1.000 | 1.000 | 1.000 | |||
| 232 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.850 | 0.740 | 1.000 | 1.000 | 1.000 | |||
| 233 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.810 | 0.760 | 1.000 | 1.000 | 1.000 | |||
| 236 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.997 | 0.994 | 1.000 | 1.000 | 1.000 | |||
| 237 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.970 | 0.950 | 0.970 | 0.970 | 0.970 | |||
| 238 | 0.980 | 0.980 | 0.980 | 0.986 | 0.983 | 0.981 | 0.990 | 0.890 | 0.820 | 0.986 | 0.986 | 0.986 | |||
| 239 | 0.970 | 0.980 | 1.000 | 0.967 | 0.983 | 1.000 | 0.960 | 0.950 | 0.930 | 0.890 | 0.900 | 0.920 | |||
| 240 | 0.940 | 0.960 | 0.970 | 0.940 | 0.955 | 0.970 | 0.970 | 0.900 | 0.850 | 0.940 | 0.950 | 0.960 | |||
| 241 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.920 | 0.850 | 1.000 | 1.000 | 1.000 | |||
| 246 | 0.970 | 0.980 | 1.000 | 0.970 | 0.980 | 1.000 | 0.960 | 0.950 | 0.940 | 0.880 | 0.890 | 0.910 | |||
| 247 | 0.910 | 0.930 | 0.940 | 0.910 | 0.925 | 0.939 | 0.940 | 0.900 | 0.870 | 0.890 | 0.900 | 0.920 | |||
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