Unachievable Region in Precision-Recall Space and Its Effect on Empirical Evaluation

Kendrick Boyd, Vitor Santos Costa, Jesse Davis +1

Precision-recall (PR) curves and the areas under them are widely used to summarize machine learning results, especially for data sets exhibiting class skew. They are often used ana…