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bossomaier terry; barnett lionel; harré michael; lizier joseph t. - an introduction to transfer entropy
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An Introduction to Transfer Entropy Information Flow in Complex Systems

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Dettagli

Genere:Libro
Lingua: Inglese
Editore:

Springer

Pubblicazione: 11/2016
Edizione: 1st ed. 2016





Trama

This book considers a relatively new metric in complex systems, transfer entropy, derived from a series of measurements, usually a time series. After a qualitative introduction and a chapter that explains the key ideas from statistics required to understand the text, the authors then present information theory and transfer entropy in depth. A key feature of the approach is the authors' work to show the relationship between information flow and complexity. The later chapters demonstrate information transfer in canonical systems, and applications, for example in neuroscience and in finance.

The book will be of value to advanced undergraduate and graduate students and researchers in the areas of computer science, neuroscience, physics, and engineering.





Sommario

Introduction.- Statistical Preliminaries.- Information Theory.- Transfer Entropy.- Information Transfer in Canonical Systems.- Information Transfer in Financial Markets.- Miscellaneous Applications of Transfer Entropy.- Concluding Remarks.











Altre Informazioni

ISBN:

9783319432212

Condizione: Nuovo
Dimensioni: 235 x 155 mm
Formato: Copertina rigida
Illustration Notes:XXIX, 190 p. 24 illus., 21 illus. in color.
Pagine Arabe: 190
Pagine Romane: xxix


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