Evaluation: from precision, recall and F-measure to ROC, informedness, markedness and correlation

David M. W. Powers

Commonly used evaluation measures including Recall, Precision, F-Measure and Rand Accuracy are biased and should not be used without clear understanding of the biases, and correspo…