Dataset | Proposed Algorithm | DS_All | DS_Random | DS_RandomC | Dataset |
---|---|---|---|---|---|
Iris | Â | Â | Â | Â | Â |
 Best (20,linSVM) | 98.00(± 0.2) | 96.00(± 2.6) | 96.67(± 2.7) | 96.67(± 2.7) | 97.33(± 0.05) |
 Average | 96.33(± 1.7) | 95.92(± 2.7) | 96.17(± 2.8) | 95.83(± 3.2) | 95.92(± 0.04) |
Glass | Â | Â | Â | Â | Â |
 Best(60,1-NN) | 77.57(± 2.1) | 73.83(± 6.2) | 72.90(± 6.1) | 72.43(± 5.3) | 69.16(± 5.8) |
 Average | 71.61(± 2.4) | 70.09(± 5.6) | 69.68(± 5.8) | 70.15(± 5.6) | 67.00(± 7.5) |
Ionosphere | Â | Â | Â | Â | Â |
 Best(50,5-NN) | 95.73(± 1.1) | 92.59(± 2.8) | 92.59(± 2.2) | 91.74(± 2.6) | 84.33(± 3.6) |
 Average | 93.38(± 1.5) | 93.36(± 2.1) | 93.02(± 2.4) | 92.45(± 3.6) | 82.59(± 3.8) |
Monk | Â | Â | Â | Â | Â |
 Best(60,polySVM2) | 92.62(± 0.4) | 90.98(± 1.2) | 90.98(± 1.2) | 90.98(± 1.3) | 90.80(± 1.3) |
 Average | 89.55(± 0.9) | 89.14(± 0.4) | 87.86(± 1.1) | 89.14(± 0.3) | 82.07(± 0.8) |
BreastCancer | Â | Â | Â | Â | Â |
 Best(50,11-NN) | 94.20(± 0.8) | 92.27(± 3.2) | 91.56(± 3.9) | 92.27(± 2.8) | 96.49(± 0.5) |
 Average | 91.83(± 0.7) | 91.55(± 0.4) | 87.81(± 1.8) | 89.26(± 1.2) | 89.98(± 1.5) |
Wine | Â | Â | Â | Â | Â |
 Best(10,linSVM) | 74.72(± 1.2) | 80.34(± 2.1) | 73.03(± 3.5) | 74.72(± 4.2) | 96.07(± 0.5) |
 Average | 74.37(± 1.8) | 72.89(± 3.2) | 65.17(± 6.1) | 67.98(± 4.5) | 96.35(± 0.4) |
USPS_nE | Â | Â | Â | Â | Â |
 Best(60,linSVM) | 96.80(± 0.2) | 94.40(± 0.01) | 88.00(± 2.3) | 87.60(± 3.1) | 87.60(± 2.4) |
 Average | 93.55(± 1.5) | 72.60(± 3.2) | 70.50(± 3.5) | 70.45(± 3.1) | 82.55(± 2.4) |
USPS_E | Â | Â | Â | Â | Â |
 Best(120,linSVM) | 91.40(± 1.0) | 89.80(± 0.8) | 90.40(± 0.4) | 89.00(± 0.7) | 90.40(± 0.7) |
 Average | 88.03(± 0.1) | 88.05(± 0.9) | 87.05(± 0.7) | 86.10(± 1.4) | 85.80(± 0.4) |
Digit5 | Â | Â | Â | Â | Â |
 Best(10,linSVM) | 99.50(± 0.1) | 99.50(± 0.07) | 97.50(± 0.7) | 96.50(± 0.8) | 99.50(± 0.00) |
 Average | 99.19(± 0.1) | 99.25(± 0.9) | 96.50(± 1.1) | 96.75(± 0.7) | 98.69(± 0.4) |
MNIST | Â | Â | Â | Â | Â |
 Best(5000,1-NN) | 94.05(± 3.5) | 96.67(± 0.8) | 95.67(± 0.4) | 83.33(± 2.1) | 97.30(± 0.2) |
 Average | 90.46(± 4.6) | 94.21(± 0.9) | 94.25(± 0.5) | 82.50(± 2.3) | 93.29(± 1.01) |