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The overfitted brain hypothesis
What is the purpose of dreaming? Many scientists have postulated a role for dreaming in learning, often with the aim of improving generative models. In this issue of Patterns, Erik Hoel proposes a novel hypothesis, namely, that dreaming provides a means to reduce overfitting. This hypothesis is inte...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8134936/ https://www.ncbi.nlm.nih.gov/pubmed/34027504 http://dx.doi.org/10.1016/j.patter.2021.100268 |
_version_ | 1783695270772473856 |
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author | Prince, Luke Y. Richards, Blake A. |
author_facet | Prince, Luke Y. Richards, Blake A. |
author_sort | Prince, Luke Y. |
collection | PubMed |
description | What is the purpose of dreaming? Many scientists have postulated a role for dreaming in learning, often with the aim of improving generative models. In this issue of Patterns, Erik Hoel proposes a novel hypothesis, namely, that dreaming provides a means to reduce overfitting. This hypothesis is interesting both for neuroscience and for the development of new machine-learning systems. |
format | Online Article Text |
id | pubmed-8134936 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-81349362021-05-21 The overfitted brain hypothesis Prince, Luke Y. Richards, Blake A. Patterns (N Y) Preview What is the purpose of dreaming? Many scientists have postulated a role for dreaming in learning, often with the aim of improving generative models. In this issue of Patterns, Erik Hoel proposes a novel hypothesis, namely, that dreaming provides a means to reduce overfitting. This hypothesis is interesting both for neuroscience and for the development of new machine-learning systems. Elsevier 2021-05-14 /pmc/articles/PMC8134936/ /pubmed/34027504 http://dx.doi.org/10.1016/j.patter.2021.100268 Text en © 2021 The Authors https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Preview Prince, Luke Y. Richards, Blake A. The overfitted brain hypothesis |
title | The overfitted brain hypothesis |
title_full | The overfitted brain hypothesis |
title_fullStr | The overfitted brain hypothesis |
title_full_unstemmed | The overfitted brain hypothesis |
title_short | The overfitted brain hypothesis |
title_sort | overfitted brain hypothesis |
topic | Preview |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8134936/ https://www.ncbi.nlm.nih.gov/pubmed/34027504 http://dx.doi.org/10.1016/j.patter.2021.100268 |
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