2022
Mechanisms for Hiding Sensitive Genotypes With Information-Theoretic Privacy
Ye F, Cho H, Rouayheb S. Mechanisms for Hiding Sensitive Genotypes With Information-Theoretic Privacy. IEEE Transactions On Information Theory 2022, 68: 4090-4105. PMID: 37283781, PMCID: PMC10243750, DOI: 10.1109/tit.2022.3156276.Peer-Reviewed Original ResearchInformation-theoretic privacyGenomic data sharingOptimal greedy algorithmCritical health-related informationEfficient algorithmic implementationPrivacy leakagePrivacy mechanismsPrivacy problemsPersonal genomics servicesData sharingPrivacyGreedy algorithmStandard modeling approachesComplexity polynomialOptimal utilityAlgorithmic implementationProcessing orderHealth-related informationStraightforward solutionMarkov modelGenomic dataNearby positionsModeling approachGenomic servicesUsers
2020
Mechanisms for Hiding Sensitive Genotypes with Information-Theoretic Privacy
Ye F, Cho H, Rouayheb S. Mechanisms for Hiding Sensitive Genotypes with Information-Theoretic Privacy. 2020, 00: 902-907. DOI: 10.1109/isit44484.2020.9174492.Peer-Reviewed Original ResearchInformation-theoretic privacyGenomic data sharingCritical health-related informationEfficient algorithmic implementationHidden Markov ModelPersonal genomics servicesData sharingGenomic privacyPrivacyAlgorithmic implementationSuch servicesHealth-related informationStraightforward solutionMarkov modelGenomic dataServicesGenomic servicesInformationSharingImplementationCorrelation structureData