Security and governance

Differential privacy

stable definition

Definition

Differential privacy provides a mathematical bound on how much a computation's output can change when one person's record is added or removed.

Distinguish it from nearby terms

De-identification removes or masks identifiers; differential privacy limits inferential influence under a quantified privacy budget.

Check your understanding

State the privacy parameters, unit of protection, composition across queries, and utility cost.