2024
Neuroimage Analysis Methods and Artificial Intelligence Techniques for Reliable Biomarkers and Accurate Diagnosis of Schizophrenia: Achievements Made by Chinese Scholars Around the Past Decade
Du Y, Niu J, Xing Y, Li B, Calhoun V. Neuroimage Analysis Methods and Artificial Intelligence Techniques for Reliable Biomarkers and Accurate Diagnosis of Schizophrenia: Achievements Made by Chinese Scholars Around the Past Decade. Schizophrenia Bulletin 2024, sbae110. PMID: 38982882, DOI: 10.1093/schbul/sbae110.Peer-Reviewed Original ResearchArtificial intelligenceSemi-supervised learning methodArtificial intelligence techniquesAccurate diagnosis of SZMultimodal fusionAccurate diagnosis of schizophreniaIntelligence techniquesAI methodsLearning methodsDiagnosis of SZMental disordersSelection methodUnsupervised clusteringMagnetic resonance imagingBiomarker extractionDiagnosis of schizophrenia
2023
Any-Way Independent Component Analysis with Reference
Duan K, Silva R, Liu J, Agcaoglu O, Calhoun V. Any-Way Independent Component Analysis with Reference. 2023, 00: 1-4. DOI: 10.1109/isbi53787.2023.10230369.Peer-Reviewed Original ResearchCross-modal correlationIndependent component analysisMultiset canonical correlation analysisOptimal global solutionMultimodal fusionNoisy conditionsOrthogonality requirementCanonical correlation analysisIndependence of sourcesJoint independent component analysisSimulation resultsComponent analysisImproved accuracyComponent matricesGlobal solutionICAMultisetsMultimodal patternsOrthogonalityData-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