Bayesian Time-Series Analysis of a Repeated-Measures Poisson Outcome With Excess Zeroes
Murphy TE, Van Ness PH, Araujo KL, Pisani MA. Bayesian Time-Series Analysis of a Repeated-Measures Poisson Outcome With Excess Zeroes. American Journal Of Epidemiology 2011, 174: 1230-1237. PMID: 22025357, PMCID: PMC3254157, DOI: 10.1093/aje/kwr252.Peer-Reviewed Original ResearchConceptsPosterior predictive simulationsExcess zerosBayesian modelBayesian time series analysisPredictive simulationsHierarchical Bayesian modelPoisson outcomesPosterior distributionTime series analysisBayesian frameworkRelated resultsStatistical factorsBayesian analysisRandom effects Poisson modelFrequentistZerosPoisson modelSmall samplesExcessive numberAutocorrelationSimulationsTime series techniquesModelPeriodicityBayesian hierarchical modeling for a non‐randomized, longitudinal fall prevention trial with spatially correlated observations
Murphy TE, Allore HG, Leo‐Summers L, Carlin BP. Bayesian hierarchical modeling for a non‐randomized, longitudinal fall prevention trial with spatially correlated observations. Statistics In Medicine 2011, 30: 522-530. PMID: 21294148, PMCID: PMC3477673, DOI: 10.1002/sim.3912.Peer-Reviewed Original ResearchMeSH KeywordsAccidental FallsAgedAged, 80 and overAlgorithmsBayes TheoremComputer SimulationConnecticutControlled Clinical Trials as TopicEmergency Medical ServicesFemaleHumansLongitudinal StudiesMaleMarkov ChainsModels, StatisticalMonte Carlo MethodPatient Education as TopicPoisson DistributionTreatment OutcomeConceptsNon-randomized designFall prevention trialsPersons 70 yearsCommunity-based health interventionsNon-randomized interventionsRandomization of participantsInjurious fallsPrevention trialsEmergency departmentFall preventionInterventional effectsLongitudinal trialCare areasConnecticut CollaborationHealth interventionsInterventional designHealthcare interventionsMedicaid ServicesOlder adultsIntervention areaSerious injuriesZip codesTrialsInterventionInfluential covariates