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Connectome Analysis

Characterization, Methods, and Analysis

Specificaties
Paperback, blz. | Engels
Elsevier Science | e druk, 2023
ISBN13: 9780323852807
Rubricering
Elsevier Science e druk, 2023 9780323852807
€ 120,94
Levertijd ongeveer 8 werkdagen

Samenvatting

Connectome Analysis: Characterization, Methods, and Analysis is a comprehensive companion for the analysis of brain networks, or connectomes. The book provides sources of constituent structural and functional MRI signals, network construction and practices for analysis, cutting-edge methods that address the latest challenges in neuroscience, and the fundamentals of network theory in the context of giving practical methods for building connectomes for analysis. Emphasis is placed on quality control of the individual analysis steps. Subsequent chapters discuss networks in neuroscience in clinical and general populations, including how findings are related to underlying neurophysiology and neuropsychology.

This book is aimed at students and early-career researchers in brain connectomics and neuroimaging who have a background in computer science, mathematics and physics, as well as more broadly to neuroscientists and psychologists who want to start incorporating connectomics into their research.

Specificaties

ISBN13:9780323852807
Taal:Engels
Bindwijze:Paperback

Inhoudsopgave

Section I: Fundamentals of connectomics<br>Chapter 1 - Neurobiology and the connectome<br>Chapter 2 - Structural network construction using diffusion MRI<br>Chapter 3 - Functional network construction using functional MRI<br>Chapter 4 - Network nodes in the brain<br>Chapter 5 - Network measures and null models<br>Chapter 6 - Hubs and rich clubs<br>Chapter 7 - Community detection in network neuroscience<br>Chapter 8 - Network comparisons and their applications in connectomics<br><br>Section II: Advanced concepts and methods<br>Chapter 9 - Beyond the shortest path—diffusion-based routing strategies<br>Chapter 10 - Dynamic functional connectivity<br>Chapter 11 - The synergy of structural and functional connectivity<br>Chapter 12 - Machine learning in connectomics: from representation learning to model fitting<br>Chapter 13 - Deep learning with connectomes<br>Chapter 14 - Uncovering the genetics of the human connectome<br><br>Section III: Applications in the human brain<br>Chapter 15 - The developmental connectome<br>Chapter 16 - Connectomics in aging and cognition<br>Chapter 17 - Networks with lesions<br>Chapter 18 - Clinical application of connectomics to disorders of consciousness<br>Chapter 19 - Connectome analysis and psychiatric disorders
€ 120,94
Levertijd ongeveer 8 werkdagen

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        Connectome Analysis