Instance Selection - Data Preprocessing in Data Mining - page 222

Table 8.8 Average results obtained by the PS methods over small data sets

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

Explore 0.9789 CHC 0.7609 SSMA 0.5420 CHC 0.7399 CHC 0.5255 1NN -

CHC 0.9725 SSMA 0.7605 CHC 0.5404 SSMA 0.7283 SSMA 0.5190 CNN 0.0027

NRMCS 0.9683 GGA 0.7566 GGA 0.5328 Explore 0.7267 GGA 0.5014 POP 0.0091

SSMA 0.9576 RNG 0.7552 RMHC 0.5293 GGA 0.7120 RMHC 0.4772 PSC 0.0232

GGA 0.9411 RMHC 0.7519 HMNEI 0.5277 RMHC 0.6779 Explore 0.4707 ENN 0.0344

RNN 0.9187 MoCS 0.7489 RNG 0.5268 RNN 0.6684 RNN 0.4309 IB3 0.0365

CCIS 0.9169 ENN 0.7488 MoCS 0.5204 NRMCS 0.6639 CoCoIS 0.4294 MSS 0.0449

IGA 0.9160 NCNEdit 0.7482 NCNEdit 0.5122 IGA 0.6434 IGA 0.4080 Multiedit 0.0469

CPruner 0.9129 AllKNN 0.7472 ENN 0.5121 CoCoIS 0.6281 MCNN 0.4051 ENNTh 0.0481

MCNN 0.9118 HMNEI 0.7436 AllKNN 0.5094 MCNN 0.6224 NRMCS 0.3836 FCNN 0.0497

RMHC 0.9015 ENNTh 0.7428 CoCoIS 0.4997 CCIS 0.6115 DROP3 0.3681 MoCS 0.0500

CoCoIS 0.8594 Explore 0.7424 ENNTh 0.4955 CPruner 0.6084 CCIS 0.3371 MCNN 0.0684

DROP3 0.8235 MENN 0.7364 1NN 0.4918 DROP3 0.5761 IB3 0.3248 MENN 0.0685

SNN 0.7519 1NN 0.7326 POP 0.4886 IB3 0.4997 CPruner 0.3008 AllKNN 0.0905

ICF 0.7160 CoCoIS 0.7309 MENN 0.4886 ICF 0.4848 ICF 0.2936 TRKNN 0.1040

IB3 0.7114 POP 0.7300 Explore 0.4809 PSC 0.4569 HMNEI 0.2929 CCIS 0.1090

PSC 0.7035 RNN 0.7276 Multiedit 0.4758 TCNN 0.4521 TCNN 0.2920 HMNEI 0.1234

SVBPS 0.6749 Multiedit 0.7270 MSS 0.4708 FCNN 0.4477 FCNN 0.2917 ENRBF 0.1438

Shrink 0.6675 MSS 0.7194 RNN 0.4691 SVBPS 0.4448 MNV 0.2746 PSRCG 0.1466

TCNN 0.6411 FCNN 0.7069 FCNN 0.4605 SNN 0.4324 CNN 0.2631 CPruner 0.1639

FCNN 0.6333 MCS 0.7060 IB3 0.4566 MNV 0.4266 SVBPS 0.2615 ICF 0.1708