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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Technik Allg. & Lexika Directed Information Measures in Neuroscience
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Directed Information Measures in Neuroscience
(Taschenbuch, Englisch)
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Beschreibung
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. 106,99 €
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Technische Daten
Erscheinungsdatum
03.09.2016
Sprache
Englisch
EAN
9783662522578
Herausgeber
Springer Berlin
Serien- oder Bandtitel
Understanding Complex Systems
Sonderedition
Nein
Seitenanzahl
225
Einbandart
Taschenbuch
Schlagwörter
Brain connectivity, Causality in neuroscience, EEG data, Effective connectivity, Granger causality, Information theory in computational neuroscience, Information transfer in networks, Model free measures, Neural information processing, Transfer entropy, complexity
Thema-Inhalt
TBJ - Mathematik für Ingenieure
GPFC - Kybernetik und Systemtheorie
GPJ - Kodierungstheorie und Verschlüsselung (Kryptologie)
GPF - Informationstheorie
MQW - Biomedizinische Technik
Höhe
235 mm
Breite
15.5 cm
Hersteller: Springer Nature Customer Service Center GmbH, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com
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