Instance Selection - Data Preprocessing in Data Mining - page 223

Table 8.8 (continued)

Red . tst Acc . tst Kap . Acc . ∗ Red . Kap . ∗ Red . Time

MNV 0.6071 CNN 0.7057 CNN 0.4560 HMNEI 0.4128 PSC 0.2594 Shrink 0.1811

CNN 0.5771 TCNN 0.7052 MCS 0.4559 CNN 0.4072 MENN 0.2443 VSM 0.1854

VSM 0.5669 IKNN 0.7027 TCNN 0.4555 Reconsistent 0.3840 Reconsistent 0.2406 IKNN 0.1920

Reconsistent 0.5581 MNV 0.7026 MNV 0.4523 MENN 0.3682 MCS 0.2348 NRMCS 0.2768

HMNEI 0.5551 IB3 0.7024 IKNN 0.4494 MCS 0.3637 ENNTh 0.2294 NCNEdit 0.3674

TRKNN 0.5195 IGA 0.7024 DROP3 0.4470 VSM 0.3600 TRKNN 0.2077 MCS 0.4126

MCS 0.5151 DROP3 0.6997 IGA 0.4455 TRKNN 0.3496 MSS 0.2073 DROP3 0.5601

PSRCG 0.5065 Reconsistent 0.6880 MCNN 0.4443 ENNTh 0.3439 PSRCG 0.2072 SNN 0.7535

MENN 0.5000 NRMCS 0.6856 Reconsistent 0.4310 PSRCG 0.3433 SNN 0.1983 SVBPS 1.0064

ENNTh 0.4629 ENRBF 0.6837 ICF 0.4101 Shrink 0.3411 VSM 0.1964 TCNN 1.9487

GCNN 0.4542 MCNN 0.6826 PSRCG 0.4092 MSS 0.3168 AllKNN 0.1799 Explore 2.1719

MSS 0.4404 PSRCG 0.6779 TRKNN 0.3999 GCNN 0.3022 GCNN 0.1774 MNV 2.5741

AllKNN 0.3532 ICF 0.6772 NRMCS 0.3962 AllKNN 0.2639 Multiedit 0.1657 Reconsistent 4.5228

Multiedit 0.3483 TRKNN 0.6729 GCNN 0.3905 Multiedit 0.2532 IKNN 0.1444 RNG 7.1695

IKNN 0.3214 CCIS 0.6669 SVBPS 0.3875 IKNN 0.2258 ENN 0.1293 RNN 16.1739

ENRBF 0.3042 CPruner 0.6664 PSC 0.3687 ENRBF 0.2080 RNG 0.1243 CHC 23.7252

ENN 0.2525 GCNN 0.6654 CCIS 0.3676 ENN 0.1891 Shrink 0.1152 SSMA 27.4869

RNG 0.2360 SVBPS 0.6591 VSM 0.3465 RNG 0.1782 NCNEdit 0.1146 RMHC 32.2845

NCNEdit 0.2237 PSC 0.6495 ENRBF 0.3309 NCNEdit 0.1674 ENRBF 0.1007 GCNN 61.4989

MoCS 0.1232 VSM 0.6350 CPruner 0.3295 MoCS 0.0923 MoCS 0.0641 GGA 84.9042

POP 0.0762 SNN 0.5751 SNN 0.2638 POP 0.0556 POP 0.0372 IGA 122.1011