2024
Chapter 13 Data-driven learning strategies for biomarker detection and outcome prediction in Autism from task-based fMRI
Duncan J, Staib L, Dvornek N, Li X, Zhuang J, Wang J, Ventola P. Chapter 13 Data-driven learning strategies for biomarker detection and outcome prediction in Autism from task-based fMRI. 2024, 357-393. DOI: 10.1016/b978-0-32-385124-4.00024-6.Peer-Reviewed Original ResearchLong short-term memoryGraph neural networksFunctional magnetic resonance imagingAutism spectrum disorderNeural ordinary differential equationsData-driven learning strategyDeep learning techniquesTask-based functional magnetic resonance imagingShort-term memoryNeural networkLearning techniquesImpaired social interactionTerm memoryBehavioral therapyRepetitive behaviorsSpectrum disorderDevelopmental disordersLearning strategiesSpatio-temporal characteristicsInherent dynamicsCharacterization of individualsModel of causalitySocial interactionNetworkPersonalized outcome predictions
2010
Multimodal MRI Analysis of Brain Subnetworks in Autism Using Multi-View EM
An M, Ho P, Staib L, Pelphrey K, Duncan J. Multimodal MRI Analysis of Brain Subnetworks in Autism Using Multi-View EM. 2010, 786-789. DOI: 10.1109/acssc.2010.5757672.Peer-Reviewed Original ResearchBiological motion taskFunctional subnetworksRegional signal changesPervasive developmental disorderMultimodal MRI AnalysisImage-derived biomarkersUnique mathematical approachAsperger syndromeWhite matter pathwaysBrain subnetworksASDDevelopmental disordersMotion tasksNeurodevelopmental disordersAutismGray matter locationsSubtle signsSignal changesDisordersTaskDevastating neurodevelopmental disorderImage-derived informationMRI analysisSubnetworksPeople