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The Description-Experience Gap in Risky and Ambiguous Gambles

机译:冒险和模棱两可的赌博中的描述-体验差距

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摘要

Recent research in decision making reported a description-experience (DE) gap: opposite risky choices when decisions are made from descriptions (gambles in which probability distributions and outcomes are explicitly stated) and when decisions are made from experience (the knowledge of the gambles is obtained by sampling outcomes from unknown probability distributions before making a choice). The DE gap has been reported in gambles commonly involving a risky option (outcomes drawn from a fixed probability distribution) and a safe option (probability of the outcome is 1), or in gambles involving two risky options. Here, we extend the study of the DE gap to gambles in which people choose between a risky option and an ambiguous option (with two nested probability distributions, where the event-generation mechanism is more opaque than that in the risky option). We report empirical evidence and show a DE gap in gambles involving risky and ambiguous options. Participants' choices are influenced by the information format and by the ambiguous option: participants are ambiguity-seeking in experience and ambiguity-averse in description in problems involving both gains and losses. In order to find reasons for our results, we investigate participants' sampling behavior, and this analysis indicates choices according to a cognitive model of experiential decisions (instance-based learning). In experience, participants have small sample sizes, and participants choose options where high outcomes are experienced more frequently than expected. We discuss the implications of our results for the psychology of decision making in complex environments.
机译:决策方面的最新研究报告了描述-体验(DE)差距:当根据描述做出决策(明确表示概率分布和结果的赌博)以及根据经验做出决策(对赌博的知识是通过在做出选择之前对未知概率分布的结果进行抽样来获得)。在通常涉及风险选择(从固定概率分布得出的结果)和安全选择(结果的概率为1)的赌博中,或在涉及两个风险选择的赌博中,都报告了DE差距。在这里,我们将对DE差距的研究扩展到人们在风险选项和歧义选项(具有两个嵌套的概率分布,其中事件生成机制比风险选项中的不透明性)之间进行选择的赌博。我们报告了经验证据,并在涉及风险和模棱两可的选择的赌博中显示了DE差距。参与者的选择受信息格式和模棱两可的选择的影响:参与者在经验上含糊不清,而在涉及得失的问题上则不愿描述。为了找到产生结果的原因,我们调查了参与者的抽样行为,并且该分析根据经验性决策(基于实例的学习)的认知模型来指示选择。在经验上,参与者的样本量较小,参与者选择的选项会比预期的更频繁地体验高成果。我们讨论了结果对复杂环境中决策心理学的影响。

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