Evaluation and reliability

F1 score

stable definition

Definition

The F1 score is the harmonic mean of precision and recall, producing one measure that is high only when both are high.

Distinguish it from nearby terms

Accuracy includes true negatives; F1 ignores them and does not express asymmetric costs or calibration.

Check your understanding

Compute F1 from precision and recall, then state what important information the single number discards.