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Human complex exploration strategies are enriched by noradrenaline-modulated heuristics
An exploration-exploitation trade-off, the arbitration between sampling a lesser-known against a known rich option, is thought to be solved using computationally demanding exploration algorithms. Given known limitations in human cognitive resources, we hypothesised the presence of additional cheaper...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
eLife Sciences Publications, Ltd
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7815309/ https://www.ncbi.nlm.nih.gov/pubmed/33393461 http://dx.doi.org/10.7554/eLife.59907 |
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author | Dubois, Magda Habicht, Johanna Michely, Jochen Moran, Rani Dolan, Ray J Hauser, Tobias U |
author_facet | Dubois, Magda Habicht, Johanna Michely, Jochen Moran, Rani Dolan, Ray J Hauser, Tobias U |
author_sort | Dubois, Magda |
collection | PubMed |
description | An exploration-exploitation trade-off, the arbitration between sampling a lesser-known against a known rich option, is thought to be solved using computationally demanding exploration algorithms. Given known limitations in human cognitive resources, we hypothesised the presence of additional cheaper strategies. We examined for such heuristics in choice behaviour where we show this involves a value-free random exploration, that ignores all prior knowledge, and a novelty exploration that targets novel options alone. In a double-blind, placebo-controlled drug study, assessing contributions of dopamine (400 mg amisulpride) and noradrenaline (40 mg propranolol), we show that value-free random exploration is attenuated under the influence of propranolol, but not under amisulpride. Our findings demonstrate that humans deploy distinct computationally cheap exploration strategies and that value-free random exploration is under noradrenergic control. |
format | Online Article Text |
id | pubmed-7815309 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | eLife Sciences Publications, Ltd |
record_format | MEDLINE/PubMed |
spelling | pubmed-78153092021-01-21 Human complex exploration strategies are enriched by noradrenaline-modulated heuristics Dubois, Magda Habicht, Johanna Michely, Jochen Moran, Rani Dolan, Ray J Hauser, Tobias U eLife Neuroscience An exploration-exploitation trade-off, the arbitration between sampling a lesser-known against a known rich option, is thought to be solved using computationally demanding exploration algorithms. Given known limitations in human cognitive resources, we hypothesised the presence of additional cheaper strategies. We examined for such heuristics in choice behaviour where we show this involves a value-free random exploration, that ignores all prior knowledge, and a novelty exploration that targets novel options alone. In a double-blind, placebo-controlled drug study, assessing contributions of dopamine (400 mg amisulpride) and noradrenaline (40 mg propranolol), we show that value-free random exploration is attenuated under the influence of propranolol, but not under amisulpride. Our findings demonstrate that humans deploy distinct computationally cheap exploration strategies and that value-free random exploration is under noradrenergic control. eLife Sciences Publications, Ltd 2021-01-04 /pmc/articles/PMC7815309/ /pubmed/33393461 http://dx.doi.org/10.7554/eLife.59907 Text en © 2021, Dubois et al http://creativecommons.org/licenses/by/4.0/ http://creativecommons.org/licenses/by/4.0/This article is distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use and redistribution provided that the original author and source are credited. |
spellingShingle | Neuroscience Dubois, Magda Habicht, Johanna Michely, Jochen Moran, Rani Dolan, Ray J Hauser, Tobias U Human complex exploration strategies are enriched by noradrenaline-modulated heuristics |
title | Human complex exploration strategies are enriched by noradrenaline-modulated heuristics |
title_full | Human complex exploration strategies are enriched by noradrenaline-modulated heuristics |
title_fullStr | Human complex exploration strategies are enriched by noradrenaline-modulated heuristics |
title_full_unstemmed | Human complex exploration strategies are enriched by noradrenaline-modulated heuristics |
title_short | Human complex exploration strategies are enriched by noradrenaline-modulated heuristics |
title_sort | human complex exploration strategies are enriched by noradrenaline-modulated heuristics |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7815309/ https://www.ncbi.nlm.nih.gov/pubmed/33393461 http://dx.doi.org/10.7554/eLife.59907 |
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