Fundamentals of Brain Network Analysis

Fundamentals of Brain Network Analysis
Author: Alex Fornito
Publisher: Academic Press
Total Pages: 496
Release: 2016-03-04
Genre: Medical
ISBN: 0124081185


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Fundamentals of Brain Network Analysis is a comprehensive and accessible introduction to methods for unraveling the extraordinary complexity of neuronal connectivity. From the perspective of graph theory and network science, this book introduces, motivates and explains techniques for modeling brain networks as graphs of nodes connected by edges, and covers a diverse array of measures for quantifying their topological and spatial organization. It builds intuition for key concepts and methods by illustrating how they can be practically applied in diverse areas of neuroscience, ranging from the analysis of synaptic networks in the nematode worm to the characterization of large-scale human brain networks constructed with magnetic resonance imaging. This text is ideally suited to neuroscientists wanting to develop expertise in the rapidly developing field of neural connectomics, and to physical and computational scientists wanting to understand how these quantitative methods can be used to understand brain organization. Winner of the 2017 PROSE Award in Biomedicine & Neuroscience and the 2017 British Medical Association (BMA) Award in Neurology Extensively illustrated throughout by graphical representations of key mathematical concepts and their practical applications to analyses of nervous systems Comprehensively covers graph theoretical analyses of structural and functional brain networks, from microscopic to macroscopic scales, using examples based on a wide variety of experimental methods in neuroscience Designed to inform and empower scientists at all levels of experience, and from any specialist background, wanting to use modern methods of network science to understand the organization of the brain


Fundamentals of Brain Network Analysis
Language: en
Pages: 496
Authors: Alex Fornito
Categories: Medical
Type: BOOK - Published: 2016-03-04 - Publisher: Academic Press

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Fundamentals of Brain Network Analysis is a comprehensive and accessible introduction to methods for unraveling the extraordinary complexity of neuronal connect
Networks of the Brain
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Authors: Olaf Sporns
Categories: Medical
Type: BOOK - Published: 2016-02-12 - Publisher: MIT Press

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An integrative overview of network approaches to neuroscience explores the origins of brain complexity and the link between brain structure and function. Over t
Brain Network Analysis
Language: en
Pages: 343
Authors: Moo K. Chung
Categories: Computers
Type: BOOK - Published: 2019-06-27 - Publisher: Cambridge University Press

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This coherent mathematical and statistical approach aimed at graduate students incorporates regression and topology as well as graph theory.
An Introduction to Resting State FMRI Functional Connectivity
Language: en
Pages: 157
Authors: Janine Bijsterbosch
Categories: Brain
Type: BOOK - Published: 2017 - Publisher: Oxford University Press

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For those new to the field of resting state fMRI, the large variety of approaches to functional connectivity analysis is highly confusing. This primer provides
Fundamentals of Neural Network Modeling
Language: en
Pages: 450
Authors: Randolph W. Parks
Categories: Cognition
Type: BOOK - Published: 1998 - Publisher: MIT Press

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Provides an introduction to the neural network modeling of complex cognitive and neuropsychological processes. Over the past few years, computer modeling has be