Table 3.
Dataset | Classifier | Algorithm | |||
---|---|---|---|---|---|
Gain Ratio | GA/KNN | GE | MF-GE | ||
Leukemia | C4.5 | 87.41 | 78.55 ± 2.96 | 83.04 ± 1.56 | 84.51 ± 2.53 |
Random Forests | 92.59 | 91.75 ± 0.99 | 90.82 ± 1.87 | 92.35 ± 0.70 | |
3-Nearest Neighbor | 91.16 | 93.74 ± 1.27 | 94.30 ± 1.73 | 95.48 ± 0.95 | |
7-Nearest Neighbor | 83.10 | 89.43 ± 1.10 | 90.45 ± 2.04 | 90.86 ± 1.26 | |
Naive Bayes | 92.78 | 90.28 ± 1.33 | 96.20 ± 0.93 | 96.27 ± 1.65 | |
Mean | 89.41 | 88.75 | 90.69 | 91.89 | |
Majority Voting | 92.45 | 93.29 ± 1.29 | 95.33 ± 0.96 | 96.23 ± 1.26 |