Abstract: Highlights•This work introduces a novel technique to undersample the synthetic minority set.•This work reduces the overlap between the synthetic minority set and the majority class.•The principles of Multi-Armed Bandit are used to evaluate the overlap caused by synthetic minority instances.•Empirical results show that incoporation of proposed protocol reduces the class overlap.
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