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Characterizing unidirectional couplings between point processes and flows

TitleCharacterizing unidirectional couplings between point processes and flows
Publication TypeJournal Article
2011
AuthorsAndrzejak RG, Kreuz T
JournalEPL
Volume96
Pagination50012
Date PublishedDEC
ISSN0295-5075

Experimental data comprising both time-continuous flows and point processes are recorded in many scientific disciplines. The characterization of causal interactions from such signals is key to an advanced understanding of the underlying dynamics. We therefore introduce a unified approach to characterize unidirectional couplings between point processes, between flows, as well as between point processes and flows. For this purpose we show and exploit the generality of the asymmetric state similarity conditioning principle. We use Hindmarsh-Rose neuron models and Lorenz oscillators to illustrate the high sensitivity and specificity of our approach. Copyright (C) EPLA, 2011

10.1209/0295-5075/96/50012