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
:
Library | Material Type | Item Barcode | Shelf Number | Status |
---|
IYTE Library | E-Book | 2084097-1001 | Q334 -342 | Online Springer |