2024
Constrained Independent Vector Analysis With Reference for Multi-Subject fMRI Analysis
Vu T, Laport F, Yang H, Calhoun V, Adal T. Constrained Independent Vector Analysis With Reference for Multi-Subject fMRI Analysis. IEEE Transactions On Biomedical Engineering 2024, 71: 3531-3542. PMID: 39042541, PMCID: PMC11754528, DOI: 10.1109/tbme.2024.3432273.Peer-Reviewed Original ResearchIndependent vector analysisIndependent component analysisIVA approachesIndependent vector analysis algorithmMulti-subject functional magnetic resonance imagingHigher-order statistical informationMulti-subject dataSingle-subject mappingModel interferenceMultiple datasetsPrior informationNovel methodStatistical dependenceDatasetSeparation qualityStatistical informationComputational issuesVariable thresholdAlgorithmStatistical diversityModel matchingVector analysisQuality of separationComponent analysisInformation
2023
Data-driven multimodal fusion: approaches and applications in psychiatric research
Sui J, Zhi D, Calhoun V. Data-driven multimodal fusion: approaches and applications in psychiatric research. Psychoradiology 2023, 3: kkad026. PMID: 38143530, PMCID: PMC10734907, DOI: 10.1093/psyrad/kkad026.Peer-Reviewed Original ResearchMultimodal fusionFusion methodBig dataMulti-modal fusion methodMulti-modal fusion techniquesImage fusion applicationsEra of big dataMultimodal fusion approachDeep learning approachExtract meaningful insightsIndependent component analysisFusion approachHidden patternsLearning approachFusion techniqueCanonical correlation analysisPrior informationMultiple modalitiesComplex psychiatric disorderN-wayMeaningful insights
This site is protected by hCaptcha and its Privacy Policy and Terms of Service apply