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An introduction to transfer entropy[electronic resource] :information flow in complex systems /

紀錄類型:	書目-語言資料,印刷品 : Monograph/item
杜威分類號:	003.54
書名/作者:	An introduction to transfer entropy : information flow in complex systems // by Terry Bossomaier ... [et al.].
其他作者:	Bossomaier, Terry.
出版者:	Cham : : Springer International Publishing :, 2016.
面頁冊數:	xxix, 190 p. : : ill., digital ;; 24 cm.
Contained By:	Springer eBooks
標題:	Information theory.
標題:	Entropy.
標題:	Computer Science.
標題:	Artificial Intelligence (incl. Robotics)
標題:	Appl.Mathematics/Computational Methods of Engineering.
標題:	Complex Systems.
標題:	Neurosciences.
標題:	Theory of Computation.
標題:	Statistical Physics and Dynamical Systems.
ISBN:	9783319432229
ISBN:	9783319432212
內容註:	Introduction -- Statistical Preliminaries -- Information Theory -- Transfer Entropy -- Information Transfer in Canonical Systems -- Information Transfer in Financial Markets -- Miscellaneous Applications of Transfer Entropy -- Concluding Remarks.
摘要、提要註:	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.
電子資源:	http://dx.doi.org/10.1007/978-3-319-43222-9

An introduction to transfer entropy[electronic resource] :information flow in complex systems /
An introduction to transfer entropyinformation 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

Standard No.: 10.1007/978-3-319-43222-9doiSubjects--Topical Terms:

339511
Information theory.

LC Class. No.: Q360

Dewey Class. No.: 003.54

An introduction to transfer entropy[electronic resource] :information flow in complex systems /
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