Granger Causality on Spatial Manifolds: Applications to Neuroimaging

Pedro A. Valdés-Sosa, Jose Sanchez Bornot, Mayrim Vega-Hernández, Lester Melie-García, Agustin Lage-Castellanos, Erick Canales-Rodríguez

Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

23 Citations (Scopus)
Original languageEnglish
Title of host publicationHandbook of Time Series Analysis
Subtitle of host publicationRecent Theoretical Developments and Applications
Number of pages31
ISBN (Print)9783527406234
Publication statusPublished (in print/issue) - 11 Dec 2006


  • Applications to neuroimaging
  • Continuous spatial multivariate autoregressive model(sMAR)
  • Estimation via MM algorithm
  • Evaluation of simulated data
  • Granger causality
  • Penalized sMAR
  • Spatial manifolds
  • Testing for spatial Granger causality
  • Time series analysis

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