Measuring information-transfer delays

PloS One
Michael WibralRaul Vicente

Abstract

In complex networks such as gene networks, traffic systems or brain circuits it is important to understand how long it takes for the different parts of the network to effectively influence one another. In the brain, for example, axonal delays between brain areas can amount to several tens of milliseconds, adding an intrinsic component to any timing-based processing of information. Inferring neural interaction delays is thus needed to interpret the information transfer revealed by any analysis of directed interactions across brain structures. However, a robust estimation of interaction delays from neural activity faces several challenges if modeling assumptions on interaction mechanisms are wrong or cannot be made. Here, we propose a robust estimator for neuronal interaction delays rooted in an information-theoretic framework, which allows a model-free exploration of interactions. In particular, we extend transfer entropy to account for delayed source-target interactions, while crucially retaining the conditioning on the embedded target state at the immediately previous time step. We prove that this particular extension is indeed guaranteed to identify interaction delays between two coupled systems and is the only relevant optio...Continue Reading

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Citations

Jun 24, 2014·PloS One·Fatimah Abdul Razak, Henrik Jeldtoft Jensen
Jul 30, 2014·PloS One·Patricia WollstadtMichael Wibral
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Software Mentioned

MATLAB
TRENTOOL
Psychophysics Toolbox
Java Information Dynamics Toolkit
DetectingInteractionLags

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