Multimodal Neuroimaging Computing for the Characterization of Neurodegenerative Disorders

Beschreibung

This thesis covers various facets of brain image computing methods and illustrates the scientific understanding of neurodegenerative disorders based on four general aspects of multimodal neuroimaging computing: neuroimaging data pre-processing, brain feature modeling, pathological pattern analysis, and translational model development. It demonstrates how multimodal neuroimaging computing techniques can be integrated and applied to neurodegenerative disease research and management, highlighting relevant examples and case studies. Readers will also discover a number of interesting extension topics in longitudinal neuroimaging studies, subject-centered analysis, and the brain connectome. As such, the book will benefit all health informatics postgraduates, neuroscience researchers, neurology and psychiatry practitioners, and policymakers who are interested in medical image computing and computer-assisted interventions.<
This thesis covers various facets of brain image computing methods and illustrates the scientific understanding of neurodegenerative disorders based on four general aspects of multimodal neuroimaging computing: neuroimaging data pre-processing, brain feature modeling, pathological pattern analysis, and translational model development. It demonstrates how multimodal neuroimaging computing techniques can be integrated and applied to neurodegenerative disease research and management, highlighting relevant examples and case studies. Readers will also discover a number of interesting extension topics in longitudinal neuroimaging studies, subject-centered analysis, and the brain connectome. As such, the book will benefit all health informatics postgraduates, neuroscience researchers, neurology and psychiatry practitioners, and policymakers who are interested in medical image computing and computer-assisted interventions.



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Broadens readers’ understanding of neurodegenerative disorders and other neuropsychiatric disorders Demystifies the often confusing picture of multimodal neuroimaging processing with step-by-step examples Shares essential insights into medical image informatics, from basic image processing to advanced translational model development Includes supplementary material: sn.pub/extras

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Sidong Liu

Themen in »Multimodal Neuroimaging Computing for the Characterization of Neurodegenerative Disorders«

Brain Informatics Medical Image Computing Representation Learning Biomedical Pattern Analysis Computer-Aided Diagnosis ADNI Datasets Neurodegenerative Patterns Neuroimaging Content-Based Retrieval Brain Image Analysis Brain Connectome Brain Function Mapping

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