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Granger causality has been used for the investigation of the inter-dependence structure of the underlying systems of multivariate time series. In particular, the direct causal effects are commonly estimated by the conditional Granger causality index (CGCI). In the presence of many observed variables and relatively short time series, CGCI may fail because it is based on vector autoregressive models...
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