Non-Fiction Books:

Directed Information Measures in Neuroscience

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Paperback / softback
$289.00
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Description

Analysis of information transfer has found rapid adoption in neuroscience, where a highly dynamic transfer of information continuously runs on top of the brain's slowly-changing anatomical connectivity. Measuring such transfer is crucial to understanding how flexible information routing and processing give rise to higher cognitive function. Directed Information Measures in Neuroscience reviews recent developments of concepts and tools for measuring information transfer, their application to neurophysiological recordings and analysis of interactions. Written by the most active researchers in the field the book discusses the state of the art, future prospects and challenges on the way to an efficient assessment of neuronal information transfer. Highlights include the theoretical quantification and practical estimation of information transfer, description of transfer locally in space and time, multivariate directed measures, information decomposition among a set of stimulus/responses variables and the relation between interventional and observational causality. Applications to neural data sets and pointers to open source software highlight the usefulness of these measures in experimental neuroscience. With state-of-the-art mathematical developments, computational techniques and applications to real data sets, this book will be of benefit to all graduate students and researchers interested in detecting and understanding the information transfer between components of complex systems.
Release date NZ
September 3rd, 2016
Contributors
  • Edited by Joseph T. Lizier
  • Edited by Michael Wibral
  • Edited by Raul Vicente
Pages
225
Edition
Softcover reprint of the original 1st ed. 2014
Audience
  • Professional & Vocational
Illustrations
8 Illustrations, color; 43 Illustrations, black and white; XIV, 225 p. 51 illus., 8 illus. in color.
Dimensions
155x235x13
ISBN-13
9783662522578
Product ID
25840844

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