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 proceedingChapter

20 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 - 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

Cite this

Valdés-Sosa, P. A., Sanchez Bornot, J., Vega-Hernández, M., Melie-García, L., Lage-Castellanos, A., & Canales-Rodríguez, E. (2006). Granger Causality on Spatial Manifolds: Applications to Neuroimaging. In Handbook of Time Series Analysis: Recent Theoretical Developments and Applications (pp. 461-491). Wiley-VCH.