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Weak priors versus overfitting of predictions in autism: Reply to Pellicano and Burr (TICS, 2012)

Pellicano and Burr (2012) argue that a Bayesian framework can help us understand the perceptual peculiarities in autism. We agree, but we think that their assumption of uniformly flat or equivocal priors in autism is not empirically supported. Moreover, we argue that any full account has to take int...

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Detalles Bibliográficos
Autores principales: Van de Cruys, Sander, de-Wit, Lee, Evers, Kris, Boets, Bart, Wagemans, Johan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Pion 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3677336/
https://www.ncbi.nlm.nih.gov/pubmed/23755353
http://dx.doi.org/10.1068/i0580ic
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author Van de Cruys, Sander
de-Wit, Lee
Evers, Kris
Boets, Bart
Wagemans, Johan
author_facet Van de Cruys, Sander
de-Wit, Lee
Evers, Kris
Boets, Bart
Wagemans, Johan
author_sort Van de Cruys, Sander
collection PubMed
description Pellicano and Burr (2012) argue that a Bayesian framework can help us understand the perceptual peculiarities in autism. We agree, but we think that their assumption of uniformly flat or equivocal priors in autism is not empirically supported. Moreover, we argue that any full account has to take into consideration not only the nature of priors in autism, but also how these priors are constructed or learned. We argue that predictive coding provides a more constrained framework that very naturally explains how priors are constructed in autism leading to strong, but overfitted, and non-generalizable predictions.
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spelling pubmed-36773362013-06-10 Weak priors versus overfitting of predictions in autism: Reply to Pellicano and Burr (TICS, 2012) Van de Cruys, Sander de-Wit, Lee Evers, Kris Boets, Bart Wagemans, Johan Iperception i-Comment Pellicano and Burr (2012) argue that a Bayesian framework can help us understand the perceptual peculiarities in autism. We agree, but we think that their assumption of uniformly flat or equivocal priors in autism is not empirically supported. Moreover, we argue that any full account has to take into consideration not only the nature of priors in autism, but also how these priors are constructed or learned. We argue that predictive coding provides a more constrained framework that very naturally explains how priors are constructed in autism leading to strong, but overfitted, and non-generalizable predictions. Pion 2013-02-25 /pmc/articles/PMC3677336/ /pubmed/23755353 http://dx.doi.org/10.1068/i0580ic Text en Copyright 2013 S Van de Cruys, L de-Wit, K Evers, B Boets, J Wagemans http://creativecommons.org/licenses/by-nc-nd/3.0/ This open-access article is distributed under a Creative Commons Licence, which permits noncommercial use, distribution, and reproduction, provided the original author(s) and source are credited and no alterations are made.
spellingShingle i-Comment
Van de Cruys, Sander
de-Wit, Lee
Evers, Kris
Boets, Bart
Wagemans, Johan
Weak priors versus overfitting of predictions in autism: Reply to Pellicano and Burr (TICS, 2012)
title Weak priors versus overfitting of predictions in autism: Reply to Pellicano and Burr (TICS, 2012)
title_full Weak priors versus overfitting of predictions in autism: Reply to Pellicano and Burr (TICS, 2012)
title_fullStr Weak priors versus overfitting of predictions in autism: Reply to Pellicano and Burr (TICS, 2012)
title_full_unstemmed Weak priors versus overfitting of predictions in autism: Reply to Pellicano and Burr (TICS, 2012)
title_short Weak priors versus overfitting of predictions in autism: Reply to Pellicano and Burr (TICS, 2012)
title_sort weak priors versus overfitting of predictions in autism: reply to pellicano and burr (tics, 2012)
topic i-Comment
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3677336/
https://www.ncbi.nlm.nih.gov/pubmed/23755353
http://dx.doi.org/10.1068/i0580ic
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