2017
On Joint Estimation of Gaussian Graphical Models for Spatial and Temporal Data
Lin Z, Wang T, Yang C, Zhao H. On Joint Estimation of Gaussian Graphical Models for Spatial and Temporal Data. Biometrics 2017, 73: 769-779. PMID: 28099997, PMCID: PMC5515703, DOI: 10.1111/biom.12650.Peer-Reviewed Original ResearchConceptsGaussian graphical modelsTemporal dataGraphical modelsComplex data structuresJoint estimationMarkov random field modelRandom field modelParallel computingSelection consistencyData structureStatistical inferenceNeighborhood selection methodTemporal dependenciesEfficient algorithmIndividual networksMultiple groupsSpatial dataModel convergesNetwork estimationField modelSelection methodNetworkPosterior probabilitySimulation studyImproved estimation
2015
Estimating DNA Methylation Levels by Joint Modeling of Multiple Methylation Profiles From Microarray Data
Wang T, Chen M, Zhao H. Estimating DNA Methylation Levels by Joint Modeling of Multiple Methylation Profiles From Microarray Data. Biometrics 2015, 72: 354-363. PMID: 26433612, PMCID: PMC4820364, DOI: 10.1111/biom.12422.Peer-Reviewed Original Research