In practical applications, the minority samples and the loss caused by it is misclassified in the study of unbalanced data set are more concerned by people. Therefore, the study that how to improve the classification performance of the minority have a great practical significance.Over-sampling algorithm makes the whole data set to balance by increasing the
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