2017
Structured subcomposition selection in regression and its application to microbiome data analysis
Wang T, Zhao H. Structured subcomposition selection in regression and its application to microbiome data analysis. The Annals Of Applied Statistics 2017, 11: 771-791. DOI: 10.1214/16-aoas1017.Peer-Reviewed Original ResearchRegularization methodLinear log contrast modelGeneralized lasso problemLog-contrast modelNovel penalty functionMicrobiome data analysisCompositional covariatesOptimization problemLasso problemHigher dimensionsStatistical challengesPenalty functionPractical problemsSymmetric versionTree structure informationSubtree levelProblemPrior knowledgeTree structureSubcompositionsCompositional dataSuch dataStructure informationData analysisNodes
2011
Bayesian hierarchical modeling for signaling pathway inference from single cell interventional data
Luo R, Zhao H. Bayesian hierarchical modeling for signaling pathway inference from single cell interventional data. The Annals Of Applied Statistics 2011, 5: 725-745. PMID: 22162986, PMCID: PMC3233205, DOI: 10.1214/10-aoas425.Peer-Reviewed Original ResearchMarkov chain Monte CarloReal data analysisBayesian hierarchical modeling frameworkHierarchical modelingHierarchical modeling frameworkBayesian hierarchical modelingStatistical inferencePosterior distributionMonte CarloNetwork sparsitySimulation studyIntrinsic noiseModeling frameworkMeasurement errorInterventional dataInferenceMultiple protein activitiesPathway inferenceCarloModelingInterventional experimentsSuch dataSparsityData analysisNoise
2000
Multipoint Genetic Mapping with Uniparental Disomy Data
Zhao H, Li J, Robinson W. Multipoint Genetic Mapping with Uniparental Disomy Data. American Journal Of Human Genetics 2000, 67: 851-861. PMID: 10958760, PMCID: PMC1287890, DOI: 10.1086/303072.Peer-Reviewed Original Research