Research Article

A Hybrid Sampling SVM Approach to Imbalanced Data Classification

Table 2

F-measure of the compared methods.

F-measureUnderSMOTEEasyEnsembleOur approach

Cmc2 0.43080.46310.52670.5491
Glass7 0.82720.85390.89650.8867
Abalone7 0.29760.42500.59130.5946
Vowel 0.76320.77690.84310.8752
Yeast 0.63420.62810.70380.7234
Letter4 0.53080.57520.60760.6614