The Challenges of Neural Mind-reading Paradigms

Neural mind-reading studies, based on multivariate pattern analysis (MVPA) methods, are providing exciting new studies. Some of the results obtained with these paradigms have raised high expectations, such as the possibility of creating brain reading devices. However, such hopes are based on the ass...

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Main Author: Oscar eVilarroya
Format: Article
Language:English
Published: Frontiers Media S.A. 2013-06-01
Series:Frontiers in Human Neuroscience
Subjects:
Online Access:http://journal.frontiersin.org/Journal/10.3389/fnhum.2013.00306/full
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spelling doaj-ef4cbf916e814757a3742e36584b10222020-11-25T03:49:40ZengFrontiers Media S.A.Frontiers in Human Neuroscience1662-51612013-06-01710.3389/fnhum.2013.0030650075The Challenges of Neural Mind-reading ParadigmsOscar eVilarroya0Oscar eVilarroya1Universitat Autonoma de BarcelonaFundació IMIMNeural mind-reading studies, based on multivariate pattern analysis (MVPA) methods, are providing exciting new studies. Some of the results obtained with these paradigms have raised high expectations, such as the possibility of creating brain reading devices. However, such hopes are based on the assumptions that: a) the BOLD signal is a marker of neural activity; b) the BOLD pattern identified by a MVPA is a neurally sound pattern; c) the MVPA’s feature space is a good mapping of the neural representation of a stimulus, and d) the pattern identified by a MVPA corresponds to a representation. I examine here the challenges that still have to be met before fully accepting such assumptions.http://journal.frontiersin.org/Journal/10.3389/fnhum.2013.00306/fullneural decodingneural representationNeural Encodingmultivariate pattern analysis;mind reading
collection DOAJ
language English
format Article
sources DOAJ
author Oscar eVilarroya
Oscar eVilarroya
spellingShingle Oscar eVilarroya
Oscar eVilarroya
The Challenges of Neural Mind-reading Paradigms
Frontiers in Human Neuroscience
neural decoding
neural representation
Neural Encoding
multivariate pattern analysis;
mind reading
author_facet Oscar eVilarroya
Oscar eVilarroya
author_sort Oscar eVilarroya
title The Challenges of Neural Mind-reading Paradigms
title_short The Challenges of Neural Mind-reading Paradigms
title_full The Challenges of Neural Mind-reading Paradigms
title_fullStr The Challenges of Neural Mind-reading Paradigms
title_full_unstemmed The Challenges of Neural Mind-reading Paradigms
title_sort challenges of neural mind-reading paradigms
publisher Frontiers Media S.A.
series Frontiers in Human Neuroscience
issn 1662-5161
publishDate 2013-06-01
description Neural mind-reading studies, based on multivariate pattern analysis (MVPA) methods, are providing exciting new studies. Some of the results obtained with these paradigms have raised high expectations, such as the possibility of creating brain reading devices. However, such hopes are based on the assumptions that: a) the BOLD signal is a marker of neural activity; b) the BOLD pattern identified by a MVPA is a neurally sound pattern; c) the MVPA’s feature space is a good mapping of the neural representation of a stimulus, and d) the pattern identified by a MVPA corresponds to a representation. I examine here the challenges that still have to be met before fully accepting such assumptions.
topic neural decoding
neural representation
Neural Encoding
multivariate pattern analysis;
mind reading
url http://journal.frontiersin.org/Journal/10.3389/fnhum.2013.00306/full
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