Machine-Learning Approach to Optimize SMOTE Ratio in Class Imbalance Dataset for Intrusion Detection

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