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Research article summary:

The use of time-variant EEG Granger causality for inspecting directed interdependencies of neural assemblies.

Abstract Extract:
Understanding of brain functioning requires the investigation of activated cortical networks, in particular the detection of interactions between different cortical sites. Commonly, coherence and correlation are used to describe interrelations between ... (Full abstract text below)

Published 2003Mar in Journal: J Neurosci Methods (Language : eng)

Full Pubmed Extract

This information was retrieved, real-time, on your behalf from the public area of the Pubmed website:

1. J Neurosci Methods. 2003 Mar;124(1):27-44

The use of time-variant EEG Granger causality for inspecting directed interdependencies of neural assemblies.

Hesse W, Möller E, Arnold M, Schack B

Institute of Medical Statistics, Computer Sciences and Documentation, Friedrich Schiller University of Jena, Jahnstr. 3, Germany.

Understanding of brain functioning requires the investigation of activated cortical networks, in particular the detection of interactions between different cortical sites. Commonly, coherence and correlation are used to describe interrelations between EEG signals. However, on this basis, no statements on causality or the direction of their interrelations are possible. Causality between two signals may be expressed in terms of upgrading the predictability of one signal by the knowledge of the immediate past of the other signal. The best-established approach in this context is the so-called Granger causality. The classical estimation of Granger causality requires the stationarity of the signals. In this way, transient pathways of information transfer stay hidden. The study presents an adaptive estimation of Granger causality. Simulations demonstrate the usefulness of the time-variant Granger causality for detecting dynamic causal relations within time intervals of less than 100 ms. The time-variant Granger causality is applied to EEG data from the Stroop task. It was shown that conflict situations generate dense webs of interactions directed from posterior to anterior cortical sites. The web of directed interactions occurs mainly 400 ms after the stimulus onset and lasts up to the end of the task.

PMID : 12648763 [PubMed - Indexed for MEDLINE]


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Full Author Information

First NameLastNameInitials
WolframHesseW
EvaMöllerE
MatthiasArnoldM
BärbelSchackB

Affiliation: Institute of Medical Statistics, Computer Sciences and Documentation, Friedrich Schiller University of Jena, Jahnstr. 3, Germany.

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This article was linked to the MESH categories shown on the left below. The links on the right are related Memletics pages.

Category links from this article:

  • Adult
  • Algorithms
  • Attention - physiology
  • Brain Mapping - methods
  • Causality
  • Cerebral Cortex - physiology
  • Conflict (Psychology)
  • Electroencephalography - methods
  • Electrooculography - methods
  • Evoked Potentials, Visual - physiology
  • Humans
  • Male
  • Models, Neurological
  • Models, Statistical
  • Nerve Net - physiology
  • Psychomotor Performance - physiology
  • Reaction Time - physiology
  • Reproducibility of Results
  • Sensitivity and Specificity
  • Statistics as Topic
   

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