量化背景敏感性在决策中的成本
Shuze Liu1, Samuel J Gershman2,3, Bilal A Bari4
1Program in Neuroscience, Harvard University.
Topics in cognitive science
|October 30, 2025
概括
人类通过考虑心理成本来调整他们的决策策略,而这些成本随着政策的复杂性而增加. 这项研究使用信息理论来量化心理努力.
科学领域:
- 认知科学 认知科学
- 决策科学 决策科学 决策科学
- 信息理论 信息理论
背景情况:
- 取决于背景的决策涉及心理成本,但其性质和资源消耗仍然不清楚.
- 现有的计算模型通常假定精神成本的线性缩放,这是未经测试的简化.
研究的目的:
- 使用基于速率扭曲理论的信息理论框架来正式确定心理成本.
- 调查政策复杂性如何与决策中的心理成本有关.
主要方法:
- 定义的政策成本作为国家和行动 (政策复杂性) 之间的相互信息的函数.
- 进行了四次决策实验,使用各种任务操纵.
- 在实验数据上应用信息理论成本公式.
主要成果:
- 拟议的信息理论心理成本表述,简单地描述了政策复杂性的适应性调整.
- 一个二次性成本函数,表示随着政策复杂性增加的超线性成本,提供了最适合人类数据的函数.
- 证明人类在战略制定中占据精神成本.
结论:
- 人类表现出超认知能力,在决策过程中管理心理成本.
- 开发了一个域一般的方法来量化心理努力.
- 研究结果表明,对心理成本的二次缩放比线性假设更现实.
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