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An introduction to transfer entropyi...
~
Bossomaier, Terry.
An introduction to transfer entropyinformation flow in complex systems /
Record Type:
Electronic resources : Monograph/item
Title/Author:
An introduction to transfer entropyby Terry Bossomaier ... [et al.].
Reminder of title:
information flow in complex systems /
other author:
Bossomaier, Terry.
Published:
Cham :Springer International Publishing :2016.
Description:
xxix, 190 p. :ill., digital ;24 cm.
Contained By:
Springer eBooks
Subject:
Information theory.
Online resource:
http://dx.doi.org/10.1007/978-3-319-43222-9
ISBN:
9783319432229$q(electronic bk.)
An introduction to transfer entropyinformation flow in complex systems /
An introduction to transfer entropy
information flow in complex systems /[electronic resource] :by Terry Bossomaier ... [et al.]. - Cham :Springer International Publishing :2016. - xxix, 190 p. :ill., digital ;24 cm.
Introduction -- Statistical Preliminaries -- Information Theory -- Transfer Entropy -- Information Transfer in Canonical Systems -- Information Transfer in Financial Markets -- Miscellaneous Applications of Transfer Entropy -- Concluding Remarks.
This book considers a relatively new metric in complex systems, transfer entropy, derived from a series of measurements, usually a time series. After a qualitative introduction and a chapter that explains the key ideas from statistics required to understand the text, the authors then present information theory and transfer entropy in depth. A key feature of the approach is the authors' work to show the relationship between information flow and complexity. The later chapters demonstrate information transfer in canonical systems, and applications, for example in neuroscience and in finance. The book will be of value to advanced undergraduate and graduate students and researchers in the areas of computer science, neuroscience, physics, and engineering.
ISBN: 9783319432229$q(electronic bk.)
Standard No.: 10.1007/978-3-319-43222-9doiSubjects--Topical Terms:
183013
Information theory.
LC Class. No.: Q360
Dewey Class. No.: 003.54
An introduction to transfer entropyinformation flow in complex systems /
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information flow in complex systems /
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by Terry Bossomaier ... [et al.].
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Introduction -- Statistical Preliminaries -- Information Theory -- Transfer Entropy -- Information Transfer in Canonical Systems -- Information Transfer in Financial Markets -- Miscellaneous Applications of Transfer Entropy -- Concluding Remarks.
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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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電子館藏
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1 records • Pages 1 •
1
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000000134130
電子館藏
1圖書
電子書
EB Q360 I61 2016
一般使用(Normal)
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0
1 records • Pages 1 •
1
Multimedia
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http://dx.doi.org/10.1007/978-3-319-43222-9
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