An Introduction to Transfer Entropy Information Flow in Complex Systems
by
 
Bossomaier, Terry. author.

Title
An Introduction to Transfer Entropy Information Flow in Complex Systems

Author
Bossomaier, Terry. author.

ISBN
9783319432229

Personal Author
Bossomaier, Terry. author.

Physical Description
XXIX, 190 p. 24 illus., 21 illus. in color. online resource.

Contents
Introduction -- Statistical Preliminaries -- Information Theory -- Transfer Entropy -- Information Transfer in Canonical Systems -- Information Transfer in Financial Markets -- Miscellaneous Applications of Transfer Entropy -- Concluding Remarks.

Abstract
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.

Subject Term
Artificial intelligence.
 
Engineering mathematics.
 
Neurosciences.
 
Information theory.
 
Statistical physics.
 
Artificial Intelligence. http://scigraph.springernature.com/things/product-market-codes/I21000
 
Mathematical and Computational Engineering. http://scigraph.springernature.com/things/product-market-codes/T11006
 
Complex Systems. http://scigraph.springernature.com/things/product-market-codes/P33000
 
Neurosciences. http://scigraph.springernature.com/things/product-market-codes/B18006
 
Theory of Computation. http://scigraph.springernature.com/things/product-market-codes/I16005
 
Statistical Physics and Dynamical Systems. http://scigraph.springernature.com/things/product-market-codes/P19090

Added Author
Barnett, Lionel.
 
Harré, Michael.
 
Lizier, Joseph T.

Added Corporate Author
SpringerLink (Online service)

Electronic Access
https://doi.org/10.1007/978-3-319-43222-9


LibraryMaterial TypeItem BarcodeShelf NumberStatus
IYTE LibraryE-Book2084097-1001Q334 -342Online Springer