#class imbalance

99.9% Accurate—and Why That Number Can Be Misleading

A real fraud-classification experiment scored 99.9% accuracy on 28,306 held-out transactions, yet missed 14 of 50 frauds. Here is why accuracy alone misleads on imbalanced data.