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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