Research Article

A Hybrid Sampling SVM Approach to Imbalanced Data Classification

Table 3

G-mean of the compared methods.

G-meanUnderSMOTEEasyEnsembleOur approach

Cmc2 0.53250.54610.57340.5823
Glass7 0.84320.88650.92370.9125
Abalone7 0.35240.46720.66130.6653
Vowel 0.81250.83330.87690.9013
Yeast 0.66310.65470.75320.7845
Letter4 0.55430.59450.62170.6976