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An Introduction to Transfer Entropy

An Introduction to Transfer Entropy

author:
Terry Bossomaier; Lionel Barnett; Michael Harré
 
publisher:
Springer International Publishing
 
edition:
1
 
publication year:
2016
 
language:
English
 
ISBN:
9783319432229
 
 
format:
ileio (leitura online e APP)
 

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.

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