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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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 |
work_keys_str_mv |
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