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The role of risk aversion in non-conscious decision making

机译:风险规避在无意识决策中的作用

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摘要

To what extent can people choose advantageously without knowing why they are making those choices? This hotly debated question has capitalized on the Iowa Gambling Task (IGT), in which people often learn to choose advantageously without appearing to know why. However, because the IGT is unconstrained in many respects, this finding remains debated and other interpretations are possible (e.g., risk aversion, ambiguity aversion, limits of working memory, or insensitivity to reward/punishment can explain the finding of the IGT). Here we devised an improved variant of the IGT in which the deck-payoff contingency switches after subjects repeatedly choose from a good deck, offering the statistical power of repeated within-subject measures based on learning the reward contingencies associated with each deck. We found that participants exhibited low confidence in their choices, as probed with post-decision wagering, despite high accuracy in selecting advantageous decks in the task, which is putative evidence for non-conscious decision making. However, such a behavioral dissociation could also be explained by risk aversion, a tendency to avoid risky decisions under uncertainty. By explicitly measuring risk aversion for each individual, we predicted subjects’ post-decision wagering using Bayesian modeling. We found that risk aversion indeed does play a role, but that it did not explain the entire effect. Moreover, independently measured risk aversion was uncorrelated with risk aversion exhibited during our version of the IGT, raising the possibility that the latter risk aversion may be non-conscious. Our findings support the idea that people can make optimal choices without being fully aware of the basis of their decision. We suggest that non-conscious decision making may be mediated by emotional feelings of risk that are based on mechanisms distinct from those that support cognitive assessment of risk.
机译:人们在不知为何要做出这些选择的情况下可以选择何种程度的优势?这个备受争议的问题已经充分利用了爱荷华州的赌博任务(IGT),人们常常学会在不知为何的情况下做出有利的选择。但是,由于IGT在许多方面不受限制,因此该发现仍存在争议,并且可能有其他解释(例如,风险规避,模棱两可的厌恶,工作记忆的局限性或对奖励/惩罚的不敏感性可以解释IGT的发现)。在这里,我们设计了一种改进的IGT变型,其中,在受试者反复从一个好的牌组中进行选择之后,牌组偿还权变发生了切换,并基于学习与每个牌组相关的奖励意外情况,提供了重复的主题内测度的统计能力。我们发现,参与者对自己的选择表现出较低的信心,这与决策后下注有关,尽管在任务中选择有利的套牌的准确性很高,这为无意识的决策提供了可能的证据。但是,这种行为分离也可以通过风险规避来解释,风险规避是在不确定性下避免风险决策的趋势。通过明确测量每个人的风险规避,我们使用贝叶斯模型预测了受试者的决策后下注。我们发现,风险规避确实的确发挥了作用,但它并不能解释全部影响。此外,独立测量的风险规避与我们在IGT版本中表现出的风险规避无关,这增加了后者的风险规避可能是无意识的。我们的发现支持以下观点:人们可以在不完全了解其决策依据的情况下做出最佳选择。我们建议,无意识的决策可能由情感的情绪感觉来介导,其基于与支持风险认知评估的机制不同的机制。

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