2024
Explainable fuzzy clustering framework reveals divergent default mode network connectivity dynamics in schizophrenia
Ellis C, Miller R, Calhoun V. Explainable fuzzy clustering framework reveals divergent default mode network connectivity dynamics in schizophrenia. Frontiers In Psychiatry 2024, 15: 1165424. PMID: 38495909, PMCID: PMC10941842, DOI: 10.3389/fpsyt.2024.1165424.Peer-Reviewed Original ResearchHard clusteringNetwork dynamicsDynamic functional network connectivityFuzzy clustering frameworkExtract several featuresFuzzy clusteringC-meansExplainability approachesExplainability metricsData spaceClustering frameworkK-meansDynamic functional network connectivity stateNetwork connectivityModerate anticorrelationImage dataNetworkState dynamicsAnalysis frameworkConnectivity dynamicsFunctional network connectivityAnticorrelationCentroidFunctional magnetic resonance imaging dataFramework
2023
dcSBM: A federated constrained source‐based morphometry approach for multivariate brain structure mapping
Saha D, Silva R, Baker B, Saha R, Calhoun V. dcSBM: A federated constrained source‐based morphometry approach for multivariate brain structure mapping. Human Brain Mapping 2023, 44: 5892-5905. PMID: 37837630, PMCID: PMC10619413, DOI: 10.1002/hbm.26483.Peer-Reviewed Original Research