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标量效用理论与比例处理:它究竟意味着什么?

Scalar utility theory and proportional processing: What does it actually imply?

作者信息

Rosenström Tom, Wiesner Karoline, Houston Alasdair I

机构信息

School of Biological Sciences, University of Bristol, UK; Institute of Behavioural Sciences, University of Helsinki, Finland.

School of Mathematics, University of Bristol, UK.

出版信息

J Theor Biol. 2016 Sep 7;404:222-235. doi: 10.1016/j.jtbi.2016.06.003. Epub 2016 Jun 8.

Abstract

Scalar Utility Theory (SUT) is a model used to predict animal and human choice behaviour in the context of reward amount, delay to reward, and variability in these quantities (risk preferences). This article reviews and extends SUT, deriving novel predictions. We show that, contrary to what has been implied in the literature, (1) SUT can predict both risk averse and risk prone behaviour for both reward amounts and delays to reward depending on experimental parameters, (2) SUT implies violations of several concepts of rational behaviour (e.g. it violates strong stochastic transitivity and its equivalents, and leads to probability matching) and (3) SUT can predict, but does not always predict, a linear relationship between risk sensitivity in choices and coefficient of variation in the decision-making experiment. SUT derives from Scalar Expectancy Theory which models uncertainty in behavioural timing using a normal distribution. We show that the above conclusions also hold for other distributions, such as the inverse Gaussian distribution derived from drift-diffusion models. A straightforward way to test the key assumptions of SUT is suggested and possible extensions, future prospects and mechanistic underpinnings are discussed.

摘要

标量效用理论(SUT)是一种用于预测动物和人类在奖励数量、奖励延迟以及这些数量的变异性(风险偏好)背景下的选择行为的模型。本文回顾并扩展了SUT,得出了新的预测结果。我们表明,与文献中所暗示的情况相反,(1)根据实验参数,SUT对于奖励数量和奖励延迟都能预测风险厌恶和风险倾向行为,(2)SUT意味着违反了几个理性行为的概念(例如,它违反了强随机传递性及其等价物,并导致概率匹配),(3)SUT可以预测,但并不总是预测选择中的风险敏感性与决策实验中的变异系数之间的线性关系。SUT源自标量期望理论,该理论使用正态分布对行为时间的不确定性进行建模。我们表明,上述结论对于其他分布也成立,例如源自漂移扩散模型的逆高斯分布。本文提出了一种检验SUT关键假设的直接方法,并讨论了可能的扩展、未来前景和机制基础。

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