2021
VERTIcal Grid lOgistic regression with Confidence Intervals (VERTIGO-CI).
Kim J, Li W, Bath T, Jiang X, Ohno-Machado L. VERTIcal Grid lOgistic regression with Confidence Intervals (VERTIGO-CI). AMIA Joint Summits On Translational Science Proceedings 2021, 2021: 355-364. PMID: 34457150, PMCID: PMC8378611.Peer-Reviewed Original ResearchConceptsDual spaceCovariance matrixVariance estimationSpace modelTest statisticKernel matrixLinear modelReal dataTolerable performanceNovel extensionDual-space modelPoint estimatesEquivalent accuracyCentralized versionStatisticsRegression modelsModelMatrixExtensionDual objectivesCentralized settingFederated LearningEstimationPrivacy-preserving mannerSpace
2004
Exploration of a Bayesian Updating Methodology to Monitor the Safety of Interventional Cardiovascular Procedures
Resnic F, Zou K, Do D, Apostolakis G, Ohno-Machado L. Exploration of a Bayesian Updating Methodology to Monitor the Safety of Interventional Cardiovascular Procedures. Medical Decision Making 2004, 24: 399-407. PMID: 15271278, DOI: 10.1177/0272989x04267012.Peer-Reviewed Original ResearchConceptsConventional statistical methodsPrior probability distributionProbability distributionStatistical methodsBayesian updatingMedical device safety evaluationStable estimatesPatient risk groupsInterventional cardiology proceduresInterventional cardiovascular proceduresBayesianClinical outcomesPatient groupRotational atherectomyRisk groupsCardiovascular proceduresClinical practiceMethodologyCardiology proceduresEstimationEvent ratesSafety experienceEstimation of riskFrameworkNovel approach