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An Introduction to Transfer Entropy

Information Flow in Complex Systems

Specificaties
Paperback, blz. | Engels
Springer International Publishing | e druk, 2018
ISBN13: 9783319827612
Rubricering
Springer International Publishing e druk, 2018 9783319827612
Verwachte levertijd ongeveer 9 werkdagen

Samenvatting

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.

Specificaties

ISBN13:9783319827612
Taal:Engels
Bindwijze:paperback
Uitgever:Springer International Publishing

Inhoudsopgave

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

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        An Introduction to Transfer Entropy