School of Psychology, UNSW Sydney.
J Exp Psychol Learn Mem Cogn. 2022 Apr;48(4):547-568. doi: 10.1037/xlm0000883. Epub 2021 Jun 10.
The exploration/exploitation trade-off (EE trade-off) describes how, when faced with several competing alternatives, decision-makers must often choose between a known good alternative (exploitation) and one or more unknown but potentially more rewarding alternatives (exploration). Prevailing theory on how humans perform the EE trade-off states that uncertainty is a major motivator for exploration: the more uncertain the environment, the more exploration that will occur. The current article examines whether exploratory behavior in both choice and attention may be impacted differently depending on whether uncertainty is onset suddenly (unexpected uncertainty), or more slowly (expected uncertainty). It is shown that when uncertainty was expected, participants tended to explore less with their choices, but not their attention, than when it was unexpected. Crucially, the impact of this "protection from uncertainty" on exploration only occurred when participants had an opportunity to learn the structure of the task before experiencing uncertainty. This suggests that the interaction between uncertainty and exploration is more nuanced than simply more uncertainty leading to more exploration, and that attention and choice behavior may index separate aspects of the EE trade-off. (PsycInfo Database Record (c) 2022 APA, all rights reserved).
探索/开发权衡(EE 权衡)描述了当决策者面临多个相互竞争的选择时,他们必须在已知的好选择(开发)和一个或多个未知但潜在更有价值的选择(探索)之间进行选择。关于人类如何进行 EE 权衡的主流理论认为,不确定性是探索的主要动机:环境越不确定,就会发生越多的探索。本文探讨了在选择和注意力中,探索行为是否可能因不确定性的出现方式(意外不确定性)或更缓慢(预期不确定性)而受到不同的影响。结果表明,当不确定性是预期的时,与不确定性是意外的情况相比,参与者在选择上的探索性较小,但在注意力上的探索性则没有那么小。至关重要的是,这种“免受不确定性的保护”对探索的影响仅在参与者有机会在体验不确定性之前了解任务结构时才会发生。这表明,不确定性与探索之间的相互作用比仅仅是更多的不确定性导致更多的探索要复杂得多,并且注意力和选择行为可能会分别反映 EE 权衡的不同方面。(PsycInfo 数据库记录(c)2022 APA,保留所有权利)。