Eliany Perez, Peter Kvam, Rory McKemey, Steven M Weisberg
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引用次数: 0
摘要
日常情况要求我们面对一种权衡,以便为我们的决策提供信息:利用已知信息还是探索新信息。尽管两者都有风险,但实证研究并没有显示出人们是更喜欢在不同的环境中探索还是利用。在本研究中,我们将探索-利用权衡作为两大领域的理论框架:决策和空间导航。在这篇注册报告中,我们将计算建模应用于爱荷华州赌博任务的新版本中的人类行为,以预测空间导航任务中的行为,在空间导航任务中,导航员必须利用学习过的熟悉路线或探索新的捷径。如果风险承受能力是一个领域一般特征的假设是正确的,我们预测探索-利用模式将在这些任务之间相互关联。我们还研究了爱荷华州赌博任务的计算模型对行为不确定性的预测能力以及信心在空间导航策略中的作用。我们的研究结果表明,虽然空间导航和赌博之间的风险承受能力有一些重叠,但探索和开发对导航决策的影响比最初预测的要弱。(PsycInfo Database Record (c) 2025 APA,版权所有)。
The role of risk tolerance in navigation strategy decisions.
Everyday situations require us to face a trade-off to inform our decisions: exploit known information or explore for new information. Although both have risks, empirical research has not shown whether individuals prefer exploring or exploiting across contexts. In the present study, we examined the explore-exploit trade-off as a theoretical framework across two broad domains: decision making and spatial navigation. In this registered report, we applied computational modeling to human behavior on a novel version of the Iowa gambling task to predict behavior on a spatial navigation task in which the navigator must either exploit a learned, familiar route or explore a new shortcut. If the hypothesis that risk tolerance is a domain-general trait is correct, we predicted that explore-exploit patterns would correlate across these tasks. We also examine the predictive power of computational models for the Iowa gambling task on behavioral uncertainty and the role of confidence in spatial navigation strategy. Our findings suggest that, while there is some overlap in risk tolerance between spatial navigation and gambling, the influence of exploration and exploitation on navigational decision making is weaker than initially predicted. (PsycInfo Database Record (c) 2025 APA, all rights reserved).
期刊介绍:
The Journal of Experimental Psychology: Learning, Memory, and Cognition publishes studies on perception, control of action, perceptual aspects of language processing, and related cognitive processes.