Abstract: Highlights•Introduce a scoring system based on anomaly detection to the resampling strategy.•The proposed weighting functions are intuitive and easy to understand.•Propose an efficient ensemble learning framework.•Excellent performance on different real-world imbalanced classification tasks.
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