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Optimal coding and neuronal adaptation in economic decisions
During economic decisions, offer value cells in orbitofrontal cortex (OFC) encode the values of offered goods. Furthermore, their tuning functions adapt to the range of values available in any given context. A fundamental and open question is whether range adaptation is behaviorally advantageous. He...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5662730/ https://www.ncbi.nlm.nih.gov/pubmed/29084949 http://dx.doi.org/10.1038/s41467-017-01373-y |
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author | Rustichini, Aldo Conen, Katherine E. Cai, Xinying Padoa-Schioppa, Camillo |
author_facet | Rustichini, Aldo Conen, Katherine E. Cai, Xinying Padoa-Schioppa, Camillo |
author_sort | Rustichini, Aldo |
collection | PubMed |
description | During economic decisions, offer value cells in orbitofrontal cortex (OFC) encode the values of offered goods. Furthermore, their tuning functions adapt to the range of values available in any given context. A fundamental and open question is whether range adaptation is behaviorally advantageous. Here we present a theory of optimal coding for economic decisions. We propose that the representation of offer values is optimal if it ensures maximal expected payoff. In this framework, we examine offer value cells in non-human primates. We show that their responses are quasi-linear even when optimal tuning functions are highly non-linear. Most importantly, we demonstrate that for linear tuning functions range adaptation maximizes the expected payoff. Thus value coding in OFC is functionally rigid (linear tuning) but parametrically plastic (range adaptation with optimal gain). Importantly, the benefit of range adaptation outweighs the cost of functional rigidity. While generally suboptimal, linear tuning may facilitate transitive choices. |
format | Online Article Text |
id | pubmed-5662730 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-56627302017-11-01 Optimal coding and neuronal adaptation in economic decisions Rustichini, Aldo Conen, Katherine E. Cai, Xinying Padoa-Schioppa, Camillo Nat Commun Article During economic decisions, offer value cells in orbitofrontal cortex (OFC) encode the values of offered goods. Furthermore, their tuning functions adapt to the range of values available in any given context. A fundamental and open question is whether range adaptation is behaviorally advantageous. Here we present a theory of optimal coding for economic decisions. We propose that the representation of offer values is optimal if it ensures maximal expected payoff. In this framework, we examine offer value cells in non-human primates. We show that their responses are quasi-linear even when optimal tuning functions are highly non-linear. Most importantly, we demonstrate that for linear tuning functions range adaptation maximizes the expected payoff. Thus value coding in OFC is functionally rigid (linear tuning) but parametrically plastic (range adaptation with optimal gain). Importantly, the benefit of range adaptation outweighs the cost of functional rigidity. While generally suboptimal, linear tuning may facilitate transitive choices. Nature Publishing Group UK 2017-10-31 /pmc/articles/PMC5662730/ /pubmed/29084949 http://dx.doi.org/10.1038/s41467-017-01373-y Text en © The Author(s) 2017 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Rustichini, Aldo Conen, Katherine E. Cai, Xinying Padoa-Schioppa, Camillo Optimal coding and neuronal adaptation in economic decisions |
title | Optimal coding and neuronal adaptation in economic decisions |
title_full | Optimal coding and neuronal adaptation in economic decisions |
title_fullStr | Optimal coding and neuronal adaptation in economic decisions |
title_full_unstemmed | Optimal coding and neuronal adaptation in economic decisions |
title_short | Optimal coding and neuronal adaptation in economic decisions |
title_sort | optimal coding and neuronal adaptation in economic decisions |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5662730/ https://www.ncbi.nlm.nih.gov/pubmed/29084949 http://dx.doi.org/10.1038/s41467-017-01373-y |
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