Table 7 Average and standard deviation of 10-fold CV accuracy from 10 runs
From: Improving accuracy for cancer classification with a new algorithm for genes selection
| Â | BMSF- SVM | GeneSrF- SVM | BMSF- NB | GeneSrF- NB | BMSF- LDA | GeneSrF- LDA | BMSF- QDA | GeneSrF- QDA |
|---|---|---|---|---|---|---|---|---|
CNS | 94.11(1.38) | 88.23(0) | 92.05(2.79) | 91.17(0) | 96.47(1.86) | 83.23(3.93) | 95.88(2.05) | NA(NA) |
Colon | 94.35(2.04) | 78.22(2.18) | 87.41(1.98) | 86.93(1.93) | 87.41(1.48) | 81.45(0.85) | 89.51(1.9) | 81.12(1.08) |
DLBCL | 98.57(1.29) | 88.44(2.48) | 88.96(0.68) | 88.57(0.54) | 96.23(0.41) | 85.71(1.36) | 94.15(1.1) | 90(0.62) |
GCM | 98.07(0.61) | 92.07(0.9) | 87.42(0.76) | 84.17(0.24) | 91.14(0.66) | 77.53(1.41) | 90.25(0.93) | NA(NA) |
Leukemia | 98.33(0.58) | 96.66(0.97) | 96.25(0.93) | 94.58(0.43) | 98.33(0.58) | 93.19(0.43) | 97.63(0.67) | 94.58(0.78) |
Lung | 99.11(0.64) | 98.95(0.4) | 98.39(0.31) | 98.34(0) | 97.79(0.26) | 98.34(0) | 97.56(0.46) | 98.34(0.26) |
Pros1 | 96.76(0.8) | 92.64(1.24) | 89.6(0.82) | 93.33(0.62) | 95.49(0.5) | 90.98(1.01) | 93.23(0.85) | 91.56(0.68) |
Pros2 | 97.38(1.2) | 83.75(2.27) | 90(1.17) | 85.11(1.46) | 95.34(1.13) | 85.45(0.71) | 90.11(2.27) | 83.63(1.09) |
Pros3 | 98.48(1.59) | 93.93(2.47) | 99.69(0.95) | 99.69(0.95) | 96.66(0.95) | 93.93(0) | 100(0) | 96.66(1.72) |