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Directed Information Measures in Neuroscience
Kategorie	Beschreibung
036a	XA-DE
037b	eng
077a	409723223 Druckausg.: ‡Directed information measures in neuroscience
087q	978-3-642-54473-6
100	Wibral, Michael
104b	Vicente, Raul ¬[Hrsg.]¬
108b	Lizier, Joseph T. ¬[Hrsg.]¬
331	Directed Information Measures in Neuroscience
410	Berlin, Heidelberg
412	Springer
425	2014
425a	2014
433	Online-Ressource (XIV, 225 p. 51 illus., 8 illus. in color, online resource)
451b	Understanding Complex Systems
527	Druckausg.: ‡Directed information measures in neuroscience
540a	ISBN 978-3-642-54474-3
700	\|GPFC
700	\|TEC000000
700b	\|612.8
700b	\|620
700c	\|QA76.9.M35
700g	1399226126 WW 4159
750	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
902s	260535028 Neurowissenschaften
902s	209045973 Nervennetz
902s	209867671 Informationsverarbeitung
902s	209483156 Komplexes System
012	403434416
081	Wibral, Michael: Directed Information Measures in Neuroscience
100	Springer E-Book
125a	Elektronischer Volltext - Campuslizenz
655e	$uhttp://dx.doi.org/10.1007/978-3-642-54474-3