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
2002
Building an asynchronous web-based tool for machine learning classification.
Weber G, Vinterbo S, Ohno-Machado L. Building an asynchronous web-based tool for machine learning classification. AMIA Annual Symposium Proceedings 2002, 869-73. PMID: 12463949, PMCID: PMC2244467.Peer-Reviewed Original ResearchConceptsClassification methodDownloadable software toolsWeb-based applicationSupervised learning methodsSupport vector machineNearest neighbor classifierWeb-based toolWeb-based analysis toolWeb applicationBioinformatics LaboratorySoftware toolsFree softwareLearning methodsSophisticated algorithmsVector machineNeighbor classifierLinear discriminant analysisAnalysis toolsDisease classificationClassification treesLimited budgetShort amountRemote locationsHigh-throughput gene expression dataGene expression data