2012
Predicting accurate probabilities with a ranking loss.
Menon A, Jiang X, Vembu S, Elkan C, Ohno-Machado L. Predicting accurate probabilities with a ranking loss. Proceedings Of The ... International Conference On Machine Learning. 2012, 2012: 703-710. PMID: 25285328, PMCID: PMC4180410.Peer-Reviewed Original ResearchReal-world applicationsProbability distributionStatistical workhorseIsotonic regressionAccurate probabilityParticular classProbability predictionRegression performanceSemi-parametric techniquesRanking lossRich setBest rankingProbabilityExperimental resultsClassifierApplicationsMachineTechniqueClassSimple technique
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