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. 2018 Nov 1;2018:9704672. doi: 10.1155/2018/9704672

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