Featured Publications
A Dirichlet process mixture model for clustering longitudinal gene expression data
Sun J, Herazo‐Maya J, Kaminski N, Zhao H, Warren JL. A Dirichlet process mixture model for clustering longitudinal gene expression data. Statistics In Medicine 2017, 36: 3495-3506. PMID: 28620908, PMCID: PMC5583037, DOI: 10.1002/sim.7374.Peer-Reviewed Original ResearchConceptsLongitudinal gene expression profilesDirichlet process prior distributionRegression coefficientsExtensive simulation studyLongitudinal gene expression dataBayesian settingPrior distributionClustering methodFactor analysis modelDimensionality challengeStatistical methodsSimulation studyNovel clustering methodHigh dimensionality challengeSubgroup identificationImportant problemGene expression dataInteresting subgroupsClusteringCoefficientAnalysis modelModelExpression data
2017
A Bayesian semiparametric factor analysis model for subtype identification
Sun J, Warren JL, Zhao H. A Bayesian semiparametric factor analysis model for subtype identification. Statistical Applications In Genetics And Molecular Biology 2017, 16: 145-158. PMID: 28343169, PMCID: PMC5545128, DOI: 10.1515/sagmb-2016-0051.Peer-Reviewed Original Research