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比较恒河猴风险选择和无风险选择下的效用函数。

Comparing utility functions between risky and riskless choice in rhesus monkeys.

机构信息

Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge, CB2 3DY, UK.

出版信息

Anim Cogn. 2022 Apr;25(2):385-399. doi: 10.1007/s10071-021-01560-x. Epub 2021 Sep 27.

Abstract

Decisions can be risky or riskless, depending on the outcomes of the choice. Expected utility theory describes risky choices as a utility maximization process: we choose the option with the highest subjective value (utility), which we compute considering both the option's value and its associated risk. According to the random utility maximization framework, riskless choices could also be based on a utility measure. Neuronal mechanisms of utility-based choice may thus be common to both risky and riskless choices. This assumption would require the existence of a utility function that accounts for both risky and riskless decisions. Here, we investigated whether the choice behavior of two macaque monkeys in risky and riskless decisions could be described by a common underlying utility function. We found that the utility functions elicited in the two choice scenarios were different from each other, even after taking into account the contribution of subjective probability weighting. Our results suggest that distinct utility representations exist for risky and riskless choices, which could reflect distinct neuronal representations of the utility quantities, or distinct brain mechanisms for risky and riskless choices. The different utility functions should be taken into account in neuronal investigations of utility-based choice.

摘要

决策可能有风险或无风险,这取决于选择的结果。期望效用理论将风险决策描述为一个效用最大化过程:我们选择具有最高主观价值(效用)的选项,这是通过考虑选项的价值及其相关风险来计算的。根据随机效用最大化框架,无风险选择也可以基于效用度量。因此,基于效用的选择的神经机制可能对风险和无风险选择都是通用的。这一假设要求存在一个效用函数,该函数可以同时考虑风险和无风险决策。在这里,我们研究了两只猕猴在风险和无风险决策中的选择行为是否可以用一个共同的基础效用函数来描述。我们发现,即使考虑了主观概率加权的贡献,两个选择场景中得出的效用函数也彼此不同。我们的结果表明,风险和无风险选择存在不同的效用表示,这可能反映了效用量的不同神经元表示,或者风险和无风险选择的不同大脑机制。在基于效用的选择的神经元研究中,应该考虑不同的效用函数。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5b8f/8940808/f48cb7ed09e0/10071_2021_1560_Fig1_HTML.jpg

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