An Introduction to Transfer Entropy - Information Flow in Complex Systems (Hardcover, 1st ed. 2016)

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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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Product Description

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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Product Details

General

Imprint

Springer International Publishing AG

Country of origin

Switzerland

Release date

November 2016

Availability

Expected to ship within 12 - 17 working days

First published

2016

Authors

, , ,

Dimensions

235 x 155 x 18mm (L x W x T)

Format

Hardcover

Pages

190

Edition

1st ed. 2016

ISBN-13

978-3-319-43221-2

Barcode

9783319432212

Categories

LSN

3-319-43221-4



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