4 Privacy Protection Technologies for Public Datasets Goal: Protect sensitive personal information while preserving data utility Privacy Policies and Mechanisms Example Policies: –Protect individual identities –Protect the values of sensitive attributes –Differential privacy [Dwork 06] Example Mechanisms: –Generalize ( coarsen ) the data –Aggregate the data –Add random noise to the data –Add random noise to query results
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