Multivariate time series analysis of neuroscience data: some challenges and opportunities. Academic Article uri icon


  • Neuroimaging data may be viewed as high-dimensional multivariate time series, and analyzed using techniques from regression analysis, time series analysis and spatiotemporal analysis. We discuss issues related to data quality, model specification, estimation, interpretation, dimensionality and causality. Some recent research areas addressing aspects of some recurring challenges are introduced.

published proceedings

  • Curr Opin Neurobiol

altmetric score

  • 2.85

author list (cited authors)

  • Pourahmadi, M., & Noorbaloochi, S.

citation count

  • 13

complete list of authors

  • Pourahmadi, Mohsen||Noorbaloochi, Siamak

publication date

  • January 1, 2016 11:11 AM