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Multiclass Learning from Noisy Labels for Non-decomposable Performance Measures

Multiclass Learning from Noisy Labels for Non-decomposable Performance Measures

There has been much interest in recent years in learning good classifiers from data with noisy labels. Most work on learning from noisy labels has focused on standard loss-based performance measures. However, many machine learning problems require using non-decomposable performance measures which cannot be expressed as the expectation or sum …