2022
Bayesian network mediation analysis with application to the brain functional connectome
Zhao Y, Chen T, Cai J, Lichenstein S, Potenza M, Yip S. Bayesian network mediation analysis with application to the brain functional connectome. Statistics In Medicine 2022, 41: 3991-4005. PMID: 35795965, PMCID: PMC10131252, DOI: 10.1002/sim.9488.Peer-Reviewed Original ResearchConceptsStochastic block modelBayesian paradigmBrain functional connectomeBlock modelConnectivity weightsFunctional connectomeNetwork measurementsEffect componentApproach applicationBlock allocationOpioid abstinenceAnalytic approachNetwork neurosciencePractical illustrationTherapeutic interventionsMediation analysisNeural circuitsNetwork structureBrain functioningMediatorsFunctional networksFeature selectionApplicationsModelNetwork
2014
Exploring Functional Brain Dynamics Via a Bayesian Connectivity Change Point Model
Lian Z, Li X, Xing J, Lv J, Jiang X, Zhu D, Zhang S, Xu J, Potenza M, Liu T, Zhang J. Exploring Functional Brain Dynamics Via a Bayesian Connectivity Change Point Model. 2014, 600-603. DOI: 10.1109/isbi.2014.6867942.Peer-Reviewed Original Research