Table 2.
Related work with class imbalance.
| Authors | Year | Method |
|---|---|---|
| Japkowicz [15] | 2000 | Multilayer perceptron (MLP) |
| Japkowicz and Stephen [16] | 2002 | Decision tree and SVM |
| Chawla et al. [17] | 2003 | SMOTE and SMOTEBoost |
| Drummond and Holte [18] | 2003 | Decision tree |
| Zhou and Liu [19] | 2006 | Cost-sensitive neural networks |
| Liu et al. [9] | 2009 | EasyEnsemble |
| Burez and Van den Poel [20] | 2009 | Gradient boosting and random forest |
| Seiffert et al. [21] | 2010 | RUSBoost, SMOTEBoost, SMOTE, and AdaBoost |
| Honrng et al. [22] | 2011 | SVM and hierarchical clustering |