Evaluation and reliability

Accuracy

stable definition

Definition

Accuracy is the proportion of evaluated predictions counted as correct under a specified labeling and decision rule.

Distinguish it from nearby terms

Precision and recall focus on positive predictions and positive cases; accuracy aggregates all correct decisions and can hide class imbalance.

Check your understanding

Compute it from a confusion matrix and explain when a high value is misleading.