@ARTICLE\{IMM2007-04670, author = "L. K. Hansen", title = "Multivariate strategies in functional magnetic resonance imaging", year = "2007", keywords = "brain imaging, multivariate modeling", journal = "Brain and Language", volume = "", editor = "", number = "", publisher = "", url = "http://www2.compute.dtu.dk/pubdb/pubs/4670-full.html", abstract = "We discuss aspects of multivariate fMRI modeling, including the statistical evaluation of multivariate models and means for dimensional reduction. In a case study we analyze linear and non-linear dimensional reduction tools in the context of a `mind reading' predictive multivariate fMRI model." }