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Mutual Information Rate and Bounds for It

机译:相互信息率和它的界限

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摘要

The amount of information exchanged per unit of time between two nodes in a dynamical network or between two data sets is a powerful concept for analysing complex systems. This quantity, known as the mutual information rate (MIR), is calculated from the mutual information, which is rigorously defined only for random systems. Moreover, the definition of mutual information is based on probabilities of significant events. This work offers a simple alternative way to calculate the MIR in dynamical (deterministic) networks or between two time series (not fully deterministic), and to calculate its upper and lower bounds without having to calculate probabilities, but rather in terms of well known and well defined quantities in dynamical systems. As possible applications of our bounds, we study the relationship between synchronisation and the exchange of information in a system of two coupled maps and in experimental networks of coupled oscillators.
机译:动态网络中两个节点之间或两个数据集之间每单位时间交换的信息量是用于分析复杂系统的强大概念。此数量称为互信息率(MIR),是根据互信息计算得出的,互信息仅针对随机系统严格定义。此外,共同信息的定义是基于重大事件的概率。这项工作提供了一种简单的替代方法,可以在动态(确定性)网络中或两个时间序列(不是完全确定性)之间计算MIR,并且无需计算概率即可计算其上限和下限,而应使用众所周知的动态系统中定义明确的数量。作为边界的可能应用,我们在两个耦合映射的系统和耦合振荡器的实验网络中研究同步与信息交换之间的关系。

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