A Closer Look at AUROC and AUPRC under Class Imbalance

Neural Information Processing Systems 

In machine learning (ML), a widespread claim is that the area under the precisionrecall curve (AUPRC) is a superior metric for model comparison to the area under the receiver operating characteristic (AUROC) for tasks with class imbalance.