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Definition of Loss Functions for Learning from Imbalanced Data to Minimize Evaluation Metrics, the performance of the classification models is usually measured by means of the empirical error or misclassification rate. Nevertheless, neither those loss functions nor the empirical error is adequate for learning from imbalanced data. In these problems, the empirical error is uninformative abou

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