Direct or indirect? Graphical models for neural oscillators

Bjoern Schelter, Matthias Winterhalder, Bwrnhard Hellwig, Brigitte Guschlbauer, Carl Hermann Lucking, Jens Timmer

Research output: Contribution to journalArticle

33 Citations (Scopus)

Abstract

Univariate and bivariate time series analysis techniques have enabled new insights into neural processes. However, these techniques are not feasible to distinguish direct and indirect interrelations in multivariate systems. To this aim multivariate times series techniques are presented and investigated by means of simulated as well as physiological time series. Pitfalls and limitations of these techniques are discussed. (c) 2005 Elsevier Ltd. All rights reserved.

Original languageEnglish
Pages (from-to)37-46
Number of pages10
JournalJournal of Physiology - Paris
Volume99
Issue number1
Early online date19 Jul 2005
DOIs
Publication statusPublished - Jan 2006

Keywords

  • multivariate time series analysis
  • graphical models
  • coherence
  • partial coherence
  • partial directed coherence
  • essential tremor

Cite this

Schelter, B., Winterhalder, M., Hellwig, B., Guschlbauer, B., Lucking, C. H., & Timmer, J. (2006). Direct or indirect? Graphical models for neural oscillators. Journal of Physiology - Paris, 99(1), 37-46. https://doi.org/10.1016/j.jphysparis.2005.06.006