Literature DB >> 16537458

Information-based functional brain mapping.

Nikolaus Kriegeskorte1, Rainer Goebel, Peter Bandettini.   

Abstract

The development of high-resolution neuroimaging and multielectrode electrophysiological recording provides neuroscientists with huge amounts of multivariate data. The complexity of the data creates a need for statistical summary, but the local averaging standardly applied to this end may obscure the effects of greatest neuroscientific interest. In neuroimaging, for example, brain mapping analysis has focused on the discovery of activation, i.e., of extended brain regions whose average activity changes across experimental conditions. Here we propose to ask a more general question of the data: Where in the brain does the activity pattern contain information about the experimental condition? To address this question, we propose scanning the imaged volume with a "searchlight," whose contents are analyzed multivariately at each location in the brain.

Mesh:

Year:  2006        PMID: 16537458      PMCID: PMC1383651          DOI: 10.1073/pnas.0600244103

Source DB:  PubMed          Journal:  Proc Natl Acad Sci U S A        ISSN: 0027-8424            Impact factor:   11.205


  19 in total

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4.  Distributed representation of objects in the human ventral visual pathway.

Authors:  A Ishai; L G Ungerleider; A Martin; J L Schouten; J V Haxby
Journal:  Proc Natl Acad Sci U S A       Date:  1999-08-03       Impact factor: 11.205

5.  Distributed and overlapping representations of faces and objects in ventral temporal cortex.

Authors:  J V Haxby; M I Gobbini; M L Furey; A Ishai; J L Schouten; P Pietrini
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Authors:  D C Van Essen; H A Drury; S Joshi; M I Miller
Journal:  Proc Natl Acad Sci U S A       Date:  1998-02-03       Impact factor: 11.205

7.  Predicting the orientation of invisible stimuli from activity in human primary visual cortex.

Authors:  John-Dylan Haynes; Geraint Rees
Journal:  Nat Neurosci       Date:  2005-04-24       Impact factor: 24.884

8.  Decoding the visual and subjective contents of the human brain.

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9.  Cortex-based independent component analysis of fMRI time series.

Authors:  Elia Formisano; Fabrizio Esposito; Francesco Di Salle; Rainer Goebel
Journal:  Magn Reson Imaging       Date:  2004-12       Impact factor: 2.546

10.  Face-sensitive regions in human extrastriate cortex studied by functional MRI.

Authors:  A Puce; T Allison; J C Gore; G McCarthy
Journal:  J Neurophysiol       Date:  1995-09       Impact factor: 2.714

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6.  Distances between real-world locations are represented in the human hippocampus.

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Review 10.  Machine learning classifiers and fMRI: a tutorial overview.

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