Brain Reading: Decoding Mental States From Brain Activity In Humans

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Distributed Neural Systems for Face Perception (2011, methodology): “These distinctions were detected using multivariate pattern analysis (MVPA), which is more sensitive than conventional univariate analysis methods (Haynes and Rees, 2006 ; Norman et al., 2006 ; O’Toole et al., 2007 ).”
From brain maps to cognitive ontologies: informatics and the search for mental structure (2015, methodology): “An alternative approach has been to apply machine learning classification and decoding techniques (Haynes & Rees 2006, Norman et al. 2006) to smaller datasets—for example, to try to determine which of several classes of pictures or words a subject is currently viewing (e.g., Mitchell et al. 2003,…”
Strong Evidence for Pattern Separation in Human Dentate Gyrus (2016, methodology): “Second, we used multivariate fMRI methods to investigate whether the DG performs pattern separation, an analytic technique that is particularly appropriate given that this computation is defined at the level of the underlying representations (Treves and Rolls, 1994; McClelland et al., 1995; Norman a”