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Risk-sensitivity and the mean-variance trade-off: decision making in sensorimotor control

Numerous psychophysical studies suggest that the sensorimotor system chooses actions that optimize the average cost associated with a movement. Recently, however, violations of this hypothesis have been reported in line with economic theories of decision-making that not only consider the mean payoff...

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Detalles Bibliográficos
Autores principales: Nagengast, Arne J., Braun, Daniel A., Wolpert, Daniel M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3119020/
https://www.ncbi.nlm.nih.gov/pubmed/21208966
http://dx.doi.org/10.1098/rspb.2010.2518
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author Nagengast, Arne J.
Braun, Daniel A.
Wolpert, Daniel M.
author_facet Nagengast, Arne J.
Braun, Daniel A.
Wolpert, Daniel M.
author_sort Nagengast, Arne J.
collection PubMed
description Numerous psychophysical studies suggest that the sensorimotor system chooses actions that optimize the average cost associated with a movement. Recently, however, violations of this hypothesis have been reported in line with economic theories of decision-making that not only consider the mean payoff, but are also sensitive to risk, that is the variability of the payoff. Here, we examine the hypothesis that risk-sensitivity in sensorimotor control arises as a mean-variance trade-off in movement costs. We designed a motor task in which participants could choose between a sure motor action that resulted in a fixed amount of effort and a risky motor action that resulted in a variable amount of effort that could be either lower or higher than the fixed effort. By changing the mean effort of the risky action while experimentally fixing its variance, we determined indifference points at which participants chose equiprobably between the sure, fixed amount of effort option and the risky, variable effort option. Depending on whether participants accepted a variable effort with a mean that was higher, lower or equal to the fixed effort, they could be classified as risk-seeking, risk-averse or risk-neutral. Most subjects were risk-sensitive in our task consistent with a mean-variance trade-off in effort, thereby, underlining the importance of risk-sensitivity in computational models of sensorimotor control.
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spelling pubmed-31190202011-07-06 Risk-sensitivity and the mean-variance trade-off: decision making in sensorimotor control Nagengast, Arne J. Braun, Daniel A. Wolpert, Daniel M. Proc Biol Sci Research Articles Numerous psychophysical studies suggest that the sensorimotor system chooses actions that optimize the average cost associated with a movement. Recently, however, violations of this hypothesis have been reported in line with economic theories of decision-making that not only consider the mean payoff, but are also sensitive to risk, that is the variability of the payoff. Here, we examine the hypothesis that risk-sensitivity in sensorimotor control arises as a mean-variance trade-off in movement costs. We designed a motor task in which participants could choose between a sure motor action that resulted in a fixed amount of effort and a risky motor action that resulted in a variable amount of effort that could be either lower or higher than the fixed effort. By changing the mean effort of the risky action while experimentally fixing its variance, we determined indifference points at which participants chose equiprobably between the sure, fixed amount of effort option and the risky, variable effort option. Depending on whether participants accepted a variable effort with a mean that was higher, lower or equal to the fixed effort, they could be classified as risk-seeking, risk-averse or risk-neutral. Most subjects were risk-sensitive in our task consistent with a mean-variance trade-off in effort, thereby, underlining the importance of risk-sensitivity in computational models of sensorimotor control. The Royal Society 2011-08-07 2011-01-05 /pmc/articles/PMC3119020/ /pubmed/21208966 http://dx.doi.org/10.1098/rspb.2010.2518 Text en This Journal is © 2011 The Royal Society http://creativecommons.org/licenses/by/3.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Articles
Nagengast, Arne J.
Braun, Daniel A.
Wolpert, Daniel M.
Risk-sensitivity and the mean-variance trade-off: decision making in sensorimotor control
title Risk-sensitivity and the mean-variance trade-off: decision making in sensorimotor control
title_full Risk-sensitivity and the mean-variance trade-off: decision making in sensorimotor control
title_fullStr Risk-sensitivity and the mean-variance trade-off: decision making in sensorimotor control
title_full_unstemmed Risk-sensitivity and the mean-variance trade-off: decision making in sensorimotor control
title_short Risk-sensitivity and the mean-variance trade-off: decision making in sensorimotor control
title_sort risk-sensitivity and the mean-variance trade-off: decision making in sensorimotor control
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3119020/
https://www.ncbi.nlm.nih.gov/pubmed/21208966
http://dx.doi.org/10.1098/rspb.2010.2518
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