Nonlinear parametric model for Granger causality of time series

Details Nonlinear parametric model for Granger causality of time series Nonlinear parametric model for Granger causality of time series

2006-02-07

arxiv.org/abs/cond-mat/0602183v1

Physics

Condensed Matter

Disordered Systems and Neural Networks

4 pages 5 figures

Scientific paper

10.1103/PhysRevE.73.066216

We generalize a previously proposed approach for nonlinear Granger causality of time series, based on radial basis function. The proposed model is not constrained to be additive in variables from the two time series and can approximate any function of these variables, still being suitable to evaluate causality. Usefulness of this measure of causality is shown in a physiological example and in the study of the feed-back loop in a model of excitatory and inhibitory neurons.

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