Research Article

Selecting the Optimal Combination Model of FSSVM for the Imbalance Datasets

Table 4

The best G-means (%) of the proposed FSSVMs compare with other class imbalanced methods.

Methods AbanoleYeastSatimageHabermanPima

NSVM 19.3958.8081.0542.46 68.86
Under. 73.1983.3189.1362.0672.51
Over. 72.7383.7788.7564.4972.77
SMOTE 72.6983.2387.6462.3373.08
ADASYN 62.9182.4688.2163.7666.25
Z-SVM 56.2678.8986.4362.8974.94
SVM 73.2673.68
SVM 85.54
SVM 94.4066.48