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Table 4 G-mean for our proposed method (LVQ-SMOTE) in case MWMOTE instead of SMOTE is used in our algorithm

From: LVQ-SMOTE – Learning Vector Quantization based Synthetic Minority Over–sampling Technique for biomedical data

  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%
  1. The algorithm used in this experiment is Logistic Tree.