Information Decomposition in Multivariate Systems: Definitions, Implementation and Application to Cardiovascular Networks

Information Decomposition in Multivariate Systems: Definitions, Implementation and Application to Cardiovascular Networks

The continuously growing framework of information dynamics encompasses a set of tools, rooted in information theory and statistical physics, which allow to quantify different aspects of the statistical structure of multivariate processes reflecting the temporal dynamics of complex networks. Building...

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Bibliographic Details
Main Authors: Luca Faes, Alberto Porta, Giandomenico Nollo, Michal Javorka
Format: Article
Language:English
Published: MDPI AG 2016-12-01
Series:Entropy
Subjects:
autonomic nervous system
autoregressive processes
cardiorespiratory interactions
cardiovascular interactions
Granger causality
dynamical systems
information dynamics
information transfer
redundancy and synergy
multivariate time series analysis
Online Access:http://www.mdpi.com/1099-4300/19/1/5

Internet

http://www.mdpi.com/1099-4300/19/1/5

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