Differential-Private Data Publishing Through Component Analysis.
Jiang X, Ji Z, Wang S, Mohammed N, Cheng S, Ohno-Machado L. Differential-Private Data Publishing Through Component Analysis. Transactions On Data Privacy 2013, 6: 19-34. PMID: 24409205, PMCID: PMC3883117.Peer-Reviewed Original ResearchData publishingPrivate data publishingLinear discriminant analysisPrivacy budgetData disseminationExponential mechanismArt methodsClassification purposesBetter utilityDissemination toolsPrivacyPrincipal component analysisPPDPImproved utilityComponent analysisPublishingDiscriminant analysisPerformance differencesReasonable compromise