Abstract: Highlights•A novel sphere-based algorithm for imbalanced data classification was proposed.•The proposed method was designed to maximize AUC of a trained classifier.•No hyperparameters need to be set for the proposed method.•The proposed method can effectively train a classifier for severely imbalanced data.
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