Dataset | Classifier | Feature selection algorithm | ||||
---|---|---|---|---|---|---|
mRMR | INMIFS | DFS | SVM-RFE-CBR | VWMRmR | ||
Avg. (std) | Avg. (std) | Avg. (std) | Avg. (std) | Avg. (std) | ||
Exp | C4.5 | 72.67(3.29) | 73.98(2.08) | 72.73(2.08) | 74.34(3.35)a | 73.29(3.06) |
Naive Bayes | 83.04(0.88) | 83.66(0.83) | 80.94(0.72) | 86.52(0.66)a | 84.47(0.83) | |
KNN | 89.19(0.52)a | 88.01(0.66) | 84.35(1.16) | 86.15(0.51) | 88.01(0.83) | |
AdaBoost | 81.86(1.30) | 81.43(1.42) | 74.47(2.14) | 85.16(1.19)a | 81.37(0.97) | |
ExpExon | C4.5 | 77.08(1.69) | 75.09(2.72) | 73.23(3.43) | 75.03(2.76) | 77.45(1.73)a |
Naive Bayes | 86.27(0.62) | 85.22(0.57) | 84.10(0.43) | 85.90(0.59) | 85.46(0.60) | |
KNN | 87.58(0.65) | 87.45(1.01) | 87.01(1.19) | 84.35(0.39) | 87.83(0.32)a | |
AdaBoost | 84.03(1.17) | 82.24(1.99) | 77.20(1.44) | 83.35(0.71) | 84.47(1.24)a | |
hMethyl27 | C4.5 | 72.05(2.27) | 70.87(1.26) | 70.99(1.94) | 72.17(2.55)a | 71.99(2.18) |
Naive Bayes | 76.21(1.01) | 78.82(1.26) | 80.94(1.28) | 80.68(1.39) | 80.99(1.69)a | |
KNN | 82.48(1.09) | 83.48(0.89) | 82.80(0.83) | 84.41(0.99)a | 83.23(0.97) | |
AdaBoost | 74.29(1.74) | 77.89(1.38) | 77.52(2.41) | 78.14(1.77) | 80.56(1.58)a | |
Gistic2 | C4.5 | 73.60(1.53)a | 68.01(2.45) | 71.49(1.42) | 72.55(0.76) | 67.95(2.07) |
Naive Bayes | 78.32(0.85)a | 76.89(1.05) | 75.84(0.46) | 78.07(0.42) | 77.20(1.02) | |
KNN | 76.02(0.73) | 75.22(0.85) | 74.10(0.42) | 76.52(1.27)a | 74.84(0.60) | |
AdaBoost | 78.70(0.72)a | 78.57(0.73) | 75.84(0.80) | 78.20(0.46) | 77.33(0.98) | |
Pathway | C4.5 | 70.50(1.83)a | 66.65(2.70) | 68.82(3.28) | 64.97(2.72) | 66.89(3.26) |
activity | Naive Bayes | 79.44(1.19) | 82.30(1.56) | 66.65(0.78) | 76.83(1.02) | 83.66(0.72)a |
KNN | 78.32(0.99) | 77.08(0.80) | 80.68(0.90)a | 70.37(1.17) | 78.32(0.80) | |
AdaBoost | 77.39(2.07) | 78.94(1.86) | 70.87(1.32) | 76.15(1.38) | 79.63(1.37)a |