An Introduction to Transfer Entropy : Information Flow in Complex Systems / by Terry Bossomaier, Lionel Barnett, Michael Harré, Joseph T. Lizier
By: Bossomaier, Terry
Contributor(s): Barnett, Lionel
| Harré, Michael
| Lizier, Joseph T.
Material type:
E-bookPublisher: Cham, Switzerland : Springer, 2016Description: 1 recurso en línea (XXIX, 190 p.) : 24 ilustraciones, 21 ilustraciones en color.ISBN: 9783319432229.Subject: Ordenadores
| Item type | Current library | Collection | Call number | Copy number | Status | Date due | Barcode | Item holds | |
|---|---|---|---|---|---|---|---|---|---|
LIBRO-E NO PRÉSTAMO
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Madrid Digital Acceso Electrónico (UEM) | Ciencias e Ingeniería | Q360 .B677 2016 EB (Browse shelf(Opens below)) | .i11603367 | Acceso electrónico | eBOOK .i11603367 |
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
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