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An Introduction to Transfer Entropy

Information Flow in Complex Systems

Format: Hardback
Publisher: Springer International Publishing AG, Cham, Switzerland
Published: 24th Nov 2016
Dimensions: w 156mm h 234mm d 14mm
Weight: 491g
ISBN-10: 3319432214
ISBN-13: 9783319432212
Barcode No: 9783319432212
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Synopsis
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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