Table 4 G-mean for our proposed method (LVQ-SMOTE) in case MWMOTE instead of SMOTE is used in our algorithm
Nothing: baseline | Our proposed method | |||
|---|---|---|---|---|
Datasets | SMOTE | MWSMOTE | SMOTE | MWSMOTE |
Breast-w | 70.31% | 70.59% | 71.03% | 70.69% |
Blood | 96.41% | 96.50% | 97.02% | 96.40% |
Colon-cancer | 71.82% | 71.08% | 78.86% | 79.09% |
Ionosphere | 85.86% | 85.92% | 89.48% | 91.28% |
Leukemia | 95.79% | 95.92% | 100.0% | 100.0% |
Pima | 75.18% | 74.07% | 75.73% | 75.69% |
Satimage | 73.64% | 73.92% | 75.71% | 77.01% |
Yeast | 80.66% | 81.20% | 81.27% | 81.38% |