2014
Differentially private distributed logistic regression using private and public data
Ji Z, Jiang X, Wang S, Xiong L, Ohno-Machado L. Differentially private distributed logistic regression using private and public data. BMC Medical Genomics 2014, 7: s14. PMID: 25079786, PMCID: PMC4101668, DOI: 10.1186/1755-8794-7-s1-s14.Peer-Reviewed Original ResearchConceptsPrivate dataDifferential privacyPublic datasetsPublic dataRigorous privacy guaranteeData privacy researchPrivate data setsData mining modelsData setsProvable privacyPrivacy guaranteesMining modelPrivacy researchDifferent data setsArt frameworksMedical informaticsPrivacyAmount of noisePrivate methodsAuxiliary informationBetter utilityNew algorithmUpdate stepAvailable public dataAlgorithm
2013
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