Connectomics: Applications to Neuroimaging

Connectomics: Methods, Mathematical Models and Applications is a unique reference that combines methods in connectomics with neuro- applications. Sections explain the importance of connectomics using brain connectivity maps, summarize connectivity analysis approaches that apply different mathematical modeling techniques, such as linear models with regularization, deep-learning models, and graph models, and describe the state-of-the-art research that applies brain connectivity analysis techniques to a broad range of neurological and psychiatric disorders, including Alzheimer's, epilepsy, stroke, autism, Parkinson's, traumatic brain injury, drug or alcohol addiction, depression, bipolar and schizophrenia. Other sections cover brain finger-print applications, speech-language assessments, cognitive assessment, and how the connectome can be used to predict demographic information (such as age, gender, or race). Combines connectomics methods with relevant and interesting neuro-applicationsPresents information that will appeal to researchers in a wide range of disciplines, including computer science, engineering, data science, mathematics, computational physics, computational neuroscience, and more Includes a mathematics primer that formulates connectomics from an applied point-of-view, thus avoiding difficult to understand theoretical perspectiveLists publicly available neuro-imaging datasets that can be used to construct structural and functional connectomes INDICE: 1. Introduction2. Image Processing and the Connectome3. Connectome analysis using graph techniques4. Machine learning techniques5. Machine learning software toolsets6. Connectome software toolsets7. Autism Spectrum Disorders: Functional connectomics and social-communication networks in Autism8. Stroke and epilepsy: Post-stroke aphasia severity and the disorganization of structural networks9. Cognition: Insights into Cognition from Functional Connectivity10. Emotion: Dynamic networks in the emotional brain11. Fingerprinting: Connectome Based Predictive Modeling12. Neurodevelopment disorders: A network perspective on neurodevelopmental disorders13. Addiction: Informing drug abuse interventions with brain networks14. Parkinson's Disease: Brain Networks in Parkinson's Disease15. Mental Illness: Aberrant whole-brain networks in schizophrenia16. Traumatic Brain Injury: Connectome-scale assessment of connectivity in mild traumatic brain injury at the acute stage17. Genetic Analysis: Genetic analysis of structural brain connectivity18. Alzheimer's disease: Hyper-graph inference framework for computer assisted diagnosis of Alzheimer's disease19. Towards a Science of Episodic Memory Network Function

• ISBN: 978-0-12-813838-0
• Editorial: Academic Press
• Encuadernacion: Rústica
• Páginas: 375
• Fecha Publicación: 01/09/2018
• Nº Volúmenes: 1
• Idioma: Inglés