A Novel Ensemble Method for Imbalanced Data Learning: Bagging of Extrapolation-SMOTE SVM

Algorithm 3

Extrapolation Borderline-SMOTE algorithm.

(1) Input a sample near the decision border where is the set of the minority

and its -nearest neighbors represented as

(2) Select a random number generated from a uniform distribution

(3) Output a new synthetic sample for the minority as