Entropy 2013, 15(8), 3186-3204; doi:10.3390/e15083276

Linearized Transfer Entropy for Continuous Second Order Systems

1 Naval Research Laboratory, Optical Sciences Division, Washington DC 20375, USA 2 Naval Research Laboratory, Optical Science Division, Washington DC 20375, USA Permanent Address: Global Strategies Group, Crofton, MD 21114, USA
* Author to whom correspondence should be addressed.
Received: 22 May 2013; in revised form: 5 July 2013 / Accepted: 18 July 2013 / Published: 7 August 2013
(This article belongs to the Special Issue Transfer Entropy)
PDF Full-text Download PDF Full-Text [397 KB, uploaded 21 August 2013 12:03 CEST]
Abstract: The transfer entropy has proven a useful measure of coupling among components of a dynamical system. This measure effectively captures the influence of one system component on the transition probabilities (dynamics) of another. The original motivation for the measure was to quantify such relationships among signals collected from a nonlinear system. However, we have found the transfer entropy to also be a useful concept in describing linear coupling among system components. In this work we derive the analytical transfer entropy for the response of coupled, second order linear systems driven with a Gaussian random process. The resulting expression is a function of the auto- and cross-correlation functions associated with the system response for different degrees-of-freedom. We show clearly that the interpretation of the transfer entropy as a measure of "information flow" is not always valid. In fact, in certain instances the "flow" can appear to switch directions simply by altering the degree of linear coupling. A safer way to view the transfer entropy is as a measure of the ability of a given system component to predict the dynamics of another.
Keywords: transfer entropy; joint entropy; coupling

Article Statistics

Load and display the download statistics.

Citations to this Article

Cite This Article

MDPI and ACS Style

Nichols, J.M.; Bucholtz, F.; Michalowicz, J.V. Linearized Transfer Entropy for Continuous Second Order Systems. Entropy 2013, 15, 3186-3204.

AMA Style

Nichols JM, Bucholtz F, Michalowicz JV. Linearized Transfer Entropy for Continuous Second Order Systems. Entropy. 2013; 15(8):3186-3204.

Chicago/Turabian Style

Nichols, Jonathan M.; Bucholtz, Frank; Michalowicz, Joe V. 2013. "Linearized Transfer Entropy for Continuous Second Order Systems." Entropy 15, no. 8: 3186-3204.

Entropy EISSN 1099-4300 Published by MDPI AG, Basel, Switzerland RSS E-Mail Table of Contents Alert