High-Performance Machine Learning for Large-Scale Data Classification considering Class Imbalance

Table 2

The comparisons of the classification accuracy for different class balance algorithms.

Class balancing algorithm	Classification accuracy (%)
Borderline-SMOTE	95.556
Random oversampling	78.889
Random undersampling	74.444
SMOTE	86.667
Without balancing	66.667