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An Introduction to Transfer Entropy: Information Flow in Complex Systems

An Introduction to Transfer Entropy: Information Flow in Complex Systems - Paperback

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Availability:In StockContributor:Terry Bossomaier, Lionel BarnettPublish date:6/28/2018Pages:190
Languages:EnglishPublisher:SpringerISBN-13:9783319827612ISBN-10:3319827618UPC:9783319827612Book Category:Mathematics, Computers, ScienceBook Subcategory:Applied, Artificial Intelligence, PhysicsBook Topic:Mathematical & ComputationalSize:9.21 x 6.14 x 0.47 inchesWeight:0.318Product ID:SC5SC95PN2

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.

Languages:EnglishPublisher:SpringerISBN-13:9783319827612ISBN-10:3319827618UPC:9783319827612Book Category:Mathematics, Computers, ScienceBook Subcategory:Applied, Artificial Intelligence, PhysicsBook Topic:Mathematical & ComputationalSize:9.21 x 6.14 x 0.47 inchesWeight:0.318Product ID:SC5SC95PN2
Publisher: Springer

Edition

Softcover Repri Edition

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