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An Introduction to Transfer Entropy: Information Flow in Complex Systems

Описание

1st ed. 2016 Edition 

by Terry Bossomaier (Author), Lionel Barnett (Author), Michael Harré (Author), Joseph T. Lizier (Author) 

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.

Детали

Year:
2016
Pages:
210
Language:
English
Format:
PDF
Size:
5 MB
ISBN-10:
3319827618, 3319432214
ISBN-13:
978-3319827612, 978-3319432212
ASIN:
B01N00HCCN
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