Table 2.
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 |