2019
Joint Models for Time-to-Event Data and Longitudinal Biomarkers of High Dimension
Liu M, Sun J, Herazo-Maya JD, Kaminski N, Zhao H. Joint Models for Time-to-Event Data and Longitudinal Biomarkers of High Dimension. Statistics In Biosciences 2019, 11: 614-629. PMID: 33281995, PMCID: PMC7717673, DOI: 10.1007/s12561-019-09256-0.Peer-Reviewed Original Research
2017
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