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Estimating Functional Connectivity and Topology in Large-Scale Neuronal Assemblies on Hardback by Vito Paolo Pastore
Estimating Functional Connectivity and Topology in Large-Scale Neuronal Assemblies on Hardback by Vito Paolo Pastore
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Estimating Functional Connectivity and Topology in Large-Scale Neuronal Assemblies

Statistical and Computational Methods
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Description

This book describes a set of novel statistical algorithms designed to infer functional connectivity of large-scale neural assemblies. The algorithms are developed with the aim of maximizing computational accuracy and efficiency, while faithfully reconstructing both the inhibitory and excitatory functional links. The book reports on statistical methods to compute the most significant functional connectivity graph, and shows how to use graph theory to extract the topological features of the computed network. A particular feature is that the methods used and extended at the purpose of this work are reported in a fairly completed, yet concise manner, together with the necessary mathematical fundamentals and explanations to understand their application. Furthermore, all these methods have been embedded in the user-friendly open source software named SpiCoDyn, which is also introduced here. All in all, this book provides researchers and graduate students in bioengineering, neurophysiology and computer science, with a set of simplified and reduced models for studying functional connectivity in in silico biological neuronal networks, thus overcoming the complexity of brain circuits.   
Release date NZ
November 7th, 2020
Pages
87
Edition
1st ed. 2021
Audience
  • Professional & Vocational
Illustrations
39 Illustrations, color; 4 Illustrations, black and white; XV, 87 p. 43 illus., 39 illus. in color.
ISBN-13
9783030590413
Product ID
33731227

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Estimating Functional Connectivity and Topology in Large-Scale Neuronal Assemblies by Vito Paolo Pastore
$446.00
Estimating Functional Connectivity and Topology in Large-Scale...
by Vito Paolo Pastore ~ Paperback / softback
Available - Usually ships in 3-4 weeks

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