Decision Making Under Uncertainty and the Two-Envelope Paradox

Joseph Tzur, Arie Jacobi
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引用次数: 1

Abstract

If one faces a decision under uncertainty where the expected payoffs are undefined, then the fact that for some partition of the event space a specific strategy is optimal does not necessarily imply that it is an optimal strategy over whole event space. The current literature does not explain what exactly happens if one adopts that strategy repeatedly for an arbitrarily large number of times. The article provides an insight into this issue using the context of the two-envelope-paradox. If one adopts the strategy to always switch envelopes, then the average gain may be, with the same probability, a large gain or an absolute large loss. This is because for any large sample of the repeated decision-making scenario, the distribution of the maximum of the absolute gain from switching is such that, with high probability, it is unique; its effect on the average gain is massive and it is either positive or negative. In addition, we show that a strategy to switch envelopes if the amount in the first envelope does not exceed some threshold is preferred to a strategy of “no switch”, and the optimal threshold is a solution to a St-Petersburg type problem.
不确定性下的决策与双包络悖论
如果一个人在不确定的情况下面临一个决策,其中预期收益未定义,那么对于事件空间的某些部分,特定策略是最优的这一事实并不一定意味着它是整个事件空间的最优策略。目前的文献并没有解释如果一个人反复采用这种策略会发生什么。本文使用双信封悖论的上下文对这个问题进行了深入的研究。如果一个人采用总是切换包络的策略,那么平均收益可能是,在相同的概率下,大收益或绝对大损失。这是因为对于重复决策场景的任何大样本,切换绝对增益最大值的分布是这样的,在高概率下,它是唯一的;它对平均收益的影响是巨大的,或者是正的,或者是负的。此外,我们还证明,如果第一个信封中的金额不超过某个阈值,则切换信封的策略优于“不切换”策略,并且最优阈值是St-Petersburg类型问题的解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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