Expected utility and the cumulative consequences of repeated decisions: a tutorial

W. G. Doubleday
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引用次数: 2

Abstract

Utility theory as developed by Von Neuman and Morgenstern provides an elegant way to make consistent choices among risky alternatives by maximizing the expected value of a personal utility function over known probability distributions of outcomes. The theory is usually presented in the context of a single (possibly complex) decision, where it gives little guidance on the choice of a utility function. This paper provides a tutorial on the consequences of applying expected utility theory to repeated decisions, using theory and simulation to reveal the statistical regularity arising cumulatively from repeatedly applying the same utility. If decisions are repeated and consequences accumulate, two utility functions stand out as maximizing cumulative incremental growth and cumulative compound growth, namely the linear utility and the logarithmic utility, respectively. Repeatedly basing decisions on the linear utility when compound growth applies and severe losses are possible can be disastrous in the long term. Relevance to financial investment and population catastrophes is considered.
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预期效用和重复决策的累积结果:教程
冯·诺伊曼和摩根斯坦提出的效用理论提供了一种优雅的方法,通过在已知结果的概率分布上最大化个人效用函数的期望值,在风险选择中做出一致的选择。该理论通常是在一个单一(可能是复杂的)决策的背景下提出的,它对效用函数的选择几乎没有指导。本文提供了一个关于将预期效用理论应用于重复决策的后果的教程,使用理论和模拟来揭示重复应用相同效用累积产生的统计规律。如果决策是重复的,结果是累积的,那么两个效用函数分别是最大化累积增量增长和累积复合增长,即线性效用和对数效用。长期来看,当复合增长适用且可能出现严重损失时,反复基于线性效用的决策可能是灾难性的。考虑了与金融投资和人口灾难的相关性。
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